Question 4: “What patterns can be uncovered in subpopulations based on age, sex, and BMI?”¶
Importing Python libraries and the Initial Dataset¶
Importing Python libraries¶
Importing the cleaned one hot encoded dataset from desktop folder¶
In [1]:
#%pip install pandas mlxtend matplotlib seaborn
#%pip install imbalanced-learn
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import numpy as np
import networkx as nx
from sklearn.model_selection import train_test_split
from mlxtend.frequent_patterns import apriori, association_rules
from sklearn.metrics import accuracy_score
from imblearn.over_sampling import SMOTE
import matplotlib.pyplot as plt
from sklearn.decomposition import PCA
from sklearn.preprocessing import StandardScaler
In [2]:
def read_csv_file(file_path):
"""
Read a CSV file into a pandas DataFrame.
Parameters:
file_path (str): The path to the CSV file.
Returns:
pandas.DataFrame: The DataFrame containing the data from the CSV file.
"""
# Read the CSV file into a pandas DataFrame
df = pd.read_csv(file_path)
return df
# Specify the file path
file_path = 'C:/Users/steph/OneDrive/Desktop/Diabetes/archive/diabetes_012_health_indicators_BRFSS2015_cleaned_encoded.csv'
# Read the CSV file into a pandas DataFrame
df = read_csv_file(file_path)
# Display the DataFrame
display(df.head())
| HighBP | HighChol | CholCheck | Smoker | Stroke | HeartDiseaseorAttack | PhysActivity | Fruits | Veggies | HvyAlcoholConsump | ... | Education_Some college or technical school | Education_College graduate | Income_Less than $10,000 | Income_$10,000-$14,999 | Income_$15,000-$19,999 | Income_$20,000-$24,999 | Income_$25,000-$34,999 | Income_$35,000-$49,999 | Income_$50,000-$74,999 | Income_$75,000 or more | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 |
| 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | ... | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 3 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 4 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | ... | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
5 rows × 69 columns
In [3]:
#list of columns
df.columns
Out[3]:
Index(['HighBP', 'HighChol', 'CholCheck', 'Smoker', 'Stroke',
'HeartDiseaseorAttack', 'PhysActivity', 'Fruits', 'Veggies',
'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk', 'Sex',
'diabetes_0', 'diabetes_1', 'diabetes_2', 'BMI_Underweight',
'BMI_Healthy weight', 'BMI_Overweight', 'BMI_Class 1 Obesity',
'BMI_Class 2 Obesity', 'BMI_Class 3 Obesity', 'GenHlth_Excellent',
'GenHlth_Very good', 'GenHlth_Good', 'GenHlth_Fair', 'GenHlth_Poor',
'MentHlth_0', 'MentHlth_1-5', 'MentHlth_6-10', 'MentHlth_11-15',
'MentHlth_16-20', 'MentHlth_21-25', 'MentHlth_26-30', 'PhysHlth_0',
'PhysHlth_1-5', 'PhysHlth_6-10', 'PhysHlth_11-15', 'PhysHlth_16-20',
'PhysHlth_21-25', 'PhysHlth_26-30', 'Age_18-24', 'Age_25-29',
'Age_30-34', 'Age_35-39', 'Age_40-44', 'Age_45-49', 'Age_50-54',
'Age_55-59', 'Age_60-64', 'Age_65-69', 'Age_70-74', 'Age_75-79',
'Age_80 or older',
'Education_Never attended school or only kindergarten',
'Education_Elementary', 'Education_Some high school',
'Education_High school graduate',
'Education_Some college or technical school',
'Education_College graduate', 'Income_Less than $10,000',
'Income_$10,000-$14,999', 'Income_$15,000-$19,999',
'Income_$20,000-$24,999', 'Income_$25,000-$34,999',
'Income_$35,000-$49,999', 'Income_$50,000-$74,999',
'Income_$75,000 or more'],
dtype='object')
Prepare Data for Principle Component Analysis¶
One Hot Encoding Sex Column¶
In [4]:
#One hot encoding of the Sex column
df_encoded = pd.get_dummies(df, columns=['Sex'], drop_first=False)
# Convert the boolean values in the Age columns to integers (0/1)
df_encoded['Sex_0'] = df_encoded['Sex_0'].astype(int)
df_encoded['Sex_1'] = df_encoded['Sex_1'].astype(int)
#Rename columns to be morre descriptive
df_encoded.rename(columns = {'Sex_0': 'Sex_Female', 'Sex_1': 'Sex_Male'}, inplace = True)
# Show the result
display(df_encoded.head())
| HighBP | HighChol | CholCheck | Smoker | Stroke | HeartDiseaseorAttack | PhysActivity | Fruits | Veggies | HvyAlcoholConsump | ... | Income_Less than $10,000 | Income_$10,000-$14,999 | Income_$15,000-$19,999 | Income_$20,000-$24,999 | Income_$25,000-$34,999 | Income_$35,000-$49,999 | Income_$50,000-$74,999 | Income_$75,000 or more | Sex_Female | Sex_Male | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | ... | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | ... | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 |
| 3 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | ... | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 |
| 4 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | ... | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
5 rows × 70 columns
In [5]:
#Display all distinct values from the dataset for each column
for column in df_encoded.columns:
print(column, df_encoded[column].unique())
HighBP [1 0] HighChol [1 0] CholCheck [1 0] Smoker [1 0] Stroke [0 1] HeartDiseaseorAttack [0 1] PhysActivity [0 1] Fruits [0 1] Veggies [1 0] HvyAlcoholConsump [0 1] AnyHealthcare [1 0] NoDocbcCost [0 1] DiffWalk [1 0] diabetes_0 [1 0] diabetes_1 [0 1] diabetes_2 [0 1] BMI_Underweight [0 1] BMI_Healthy weight [0 1] BMI_Overweight [0 1] BMI_Class 1 Obesity [0 1] BMI_Class 2 Obesity [0 1] BMI_Class 3 Obesity [1 0] GenHlth_Excellent [0 1] GenHlth_Very good [0 1] GenHlth_Good [0 1] GenHlth_Fair [0 1] GenHlth_Poor [1 0] MentHlth_0 [0 1] MentHlth_1-5 [0 1] MentHlth_6-10 [0 1] MentHlth_11-15 [0 1] MentHlth_16-20 [1 0] MentHlth_21-25 [0 1] MentHlth_26-30 [0 1] PhysHlth_0 [0 1] PhysHlth_1-5 [0 1] PhysHlth_6-10 [0 1] PhysHlth_11-15 [1 0] PhysHlth_16-20 [0 1] PhysHlth_21-25 [0 1] PhysHlth_26-30 [0 1] Age_18-24 [0 1] Age_25-29 [0 1] Age_30-34 [0 1] Age_35-39 [0 1] Age_40-44 [0 1] Age_45-49 [0 1] Age_50-54 [0 1] Age_55-59 [0 1] Age_60-64 [1 0] Age_65-69 [0 1] Age_70-74 [0 1] Age_75-79 [0 1] Age_80 or older [0 1] Education_Never attended school or only kindergarten [0 1] Education_Elementary [0 1] Education_Some high school [0 1] Education_High school graduate [1 0] Education_Some college or technical school [0 1] Education_College graduate [0 1] Income_Less than $10,000 [0 1] Income_$10,000-$14,999 [0 1] Income_$15,000-$19,999 [1 0] Income_$20,000-$24,999 [0 1] Income_$25,000-$34,999 [0 1] Income_$35,000-$49,999 [0 1] Income_$50,000-$74,999 [0 1] Income_$75,000 or more [0 1] Sex_Female [1 0] Sex_Male [0 1]
Adjusting categories and creating new dataframes with feature subsets¶
Group age categories into four bins: 18-29, 30-49, 50-64, 65+¶
In [6]:
#Combine age columns into one colum and rename it Age_18-29
df_encoded['Age_18-29'] = df_encoded['Age_18-24'] + df_encoded['Age_25-29']
df_encoded.drop(['Age_18-24', 'Age_25-29'], axis=1, inplace=True)
#Combine age columns into one colum and rename it Age_30-49
df_encoded['Age_30-49'] = df_encoded['Age_30-34'] + df_encoded['Age_35-39'] + df_encoded['Age_40-44'] + df_encoded['Age_45-49']
df_encoded.drop(['Age_30-34', 'Age_35-39', 'Age_40-44', 'Age_45-49'], axis=1, inplace=True)
#Combine age columns into one colum and rename it Age_50-64
df_encoded['Age_50-64'] = df_encoded['Age_50-54'] + df_encoded['Age_55-59'] + df_encoded['Age_60-64']
df_encoded.drop(['Age_50-54', 'Age_55-59', 'Age_60-64'], axis=1, inplace=True)
#Combine age columns into one colum and rename it Age_65+
df_encoded['Age_65+'] = df_encoded['Age_65-69'] + df_encoded['Age_70-74'] + df_encoded['Age_75-79'] + df_encoded['Age_80 or older']
df_encoded.drop(['Age_65-69', 'Age_70-74', 'Age_75-79', 'Age_80 or older'], axis=1, inplace=True)
#list columns
df_encoded.columns
Out[6]:
Index(['HighBP', 'HighChol', 'CholCheck', 'Smoker', 'Stroke',
'HeartDiseaseorAttack', 'PhysActivity', 'Fruits', 'Veggies',
'HvyAlcoholConsump', 'AnyHealthcare', 'NoDocbcCost', 'DiffWalk',
'diabetes_0', 'diabetes_1', 'diabetes_2', 'BMI_Underweight',
'BMI_Healthy weight', 'BMI_Overweight', 'BMI_Class 1 Obesity',
'BMI_Class 2 Obesity', 'BMI_Class 3 Obesity', 'GenHlth_Excellent',
'GenHlth_Very good', 'GenHlth_Good', 'GenHlth_Fair', 'GenHlth_Poor',
'MentHlth_0', 'MentHlth_1-5', 'MentHlth_6-10', 'MentHlth_11-15',
'MentHlth_16-20', 'MentHlth_21-25', 'MentHlth_26-30', 'PhysHlth_0',
'PhysHlth_1-5', 'PhysHlth_6-10', 'PhysHlth_11-15', 'PhysHlth_16-20',
'PhysHlth_21-25', 'PhysHlth_26-30',
'Education_Never attended school or only kindergarten',
'Education_Elementary', 'Education_Some high school',
'Education_High school graduate',
'Education_Some college or technical school',
'Education_College graduate', 'Income_Less than $10,000',
'Income_$10,000-$14,999', 'Income_$15,000-$19,999',
'Income_$20,000-$24,999', 'Income_$25,000-$34,999',
'Income_$35,000-$49,999', 'Income_$50,000-$74,999',
'Income_$75,000 or more', 'Sex_Female', 'Sex_Male', 'Age_18-29',
'Age_30-49', 'Age_50-64', 'Age_65+'],
dtype='object')
In [7]:
#Drop the diabetes columns
df_sample = df_encoded.drop(['diabetes_0', 'diabetes_1', 'diabetes_2'], axis=1)
Create Subsets for Ages 18-29 Male/Female, further subdivided by BMI category¶
In [8]:
# Filter data for Age 18-29, Male, BMI_Underweight
subset_18_29_male_underweight = df_sample[(df_sample['Age_18-29'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age 18-29, Female, BMI_Underweight
subset_18_29_female_underweight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age 18-29, Male, BMI_Healthy weight
subset_18_29_male_healthy_weight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age 18-29, Female, BMI_Healthy weight
subset_18_29_female_healthy_weight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age 18-29, Male, BMI_Overweight
subset_18_29_male_overweight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age 18-29, Female, BMI_Overweight
subset_18_29_female_overweight = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age 18-29, Male, BMI_Class 1 Obesity
subset_18_29_male_obesity_1 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age 18-29, Female, BMI_Class 1 Obesity
subset_18_29_female_obesity_1 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age 18-29, Male, BMI_Class 2 Obesity
subset_18_29_male_obesity_2 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age 18-29, Female, BMI_Class 2 Obesity
subset_18_29_female_obesity_2 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age 18-29, Male, BMI_Class 3 Obesity
subset_18_29_male_obesity_3 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
# Filter data for Age 18-29, Female, BMI_Class 3 Obesity
subset_18_29_female_obesity_3 = df_sample[(df_sample['Age_18-29'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
Create Subsets for Ages 30-49 Male/Female, further subdivided by BMI category¶
In [9]:
# Filter data for Age_30-49, Male, BMI_Underweight
subset_30_49_male_underweight = df_sample[(df_sample['Age_30-49'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_30-49, Female, BMI_Underweight
subset_30_49_female_underweight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_30-49, Male, BMI_Healthy weight
subset_30_49_male_healthy_weight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_30-49, Female, BMI_Healthy weight
subset_30_49_female_healthy_weight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_30-49, Male, BMI_Overweight
subset_30_49_male_overweight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age_30-49, Female, BMI_Overweight
subset_30_49_female_overweight = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age_30-49, Male, BMI_Class 1 Obesity
subset_30_49_male_obesity_1 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age_30-49, Female, BMI_Class 1 Obesity
subset_30_49_female_obesity_1 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age_30-49, Male, BMI_Class 2 Obesity
subset_30_49_male_obesity_2 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age_30-49, Female, BMI_Class 2 Obesity
subset_30_49_female_obesity_2 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age_30-49, Male, BMI_Class 3 Obesity
subset_30_49_male_obesity_3 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
# Filter data for Age_30-49, Female, BMI_Class 3 Obesity
subset_30_49_female_obesity_3 = df_sample[(df_sample['Age_30-49'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
Create Subsets for Ages 50-64 Male/Female, further subdivided by BMI category¶
In [10]:
# Filter data for Age_50-64, Male, BMI_Underweight
subset_50_64_male_underweight = df_sample[(df_sample['Age_50-64'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_50-64, Female, BMI_Underweight
subset_50_64_female_underweight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_50-64, Male, BMI_Healthy weight
subset_50_64_male_healthy_weight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_50-64, Female, BMI_Healthy weight
subset_50_64_female_healthy_weight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_50-64, Male, BMI_Overweight
subset_50_64_male_overweight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age_50-64, Female, BMI_Overweight
subset_50_64_female_overweight = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age_50-64, Male, BMI_Class 1 Obesity
subset_50_64_male_obesity_1 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age_50-64, Female, BMI_Class 1 Obesity
subset_50_64_female_obesity_1 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age_50-64, Male, BMI_Class 2 Obesity
subset_50_64_male_obesity_2 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age_50-64, Female, BMI_Class 2 Obesity
subset_50_64_female_obesity_2 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age_50-64, Male, BMI_Class 3 Obesity
subset_50_64_male_obesity_3 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
# Filter data for Age_50-64, Female, BMI_Class 3 Obesity
subset_50_64_female_obesity_3 = df_sample[(df_sample['Age_50-64'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
Create Subsets for Ages 65+ Male/Female, further subdivided by BMI category¶
In [11]:
# Filter data for Age_65+, Male, BMI_Underweight
subset_65_plus_male_underweight = df_sample[(df_sample['Age_65+'] == 1) & (['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_65+, Female, BMI_Underweight
subset_65_plus_female_underweight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_65+, Male, BMI_Healthy weight
subset_65_plus_male_healthy_weight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_65+, Female, BMI_Healthy weight
subset_65_plus_female_healthy_weight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Healthy weight'] == 1)]
# Filter data for Age_65+, Male, BMI_Overweight
subset_65_plus_male_overweight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age_65+, Female, BMI_Overweight
subset_65_plus_female_overweight = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Overweight'] == 1)]
# Filter data for Age_65+, Male, BMI_Class 1 Obesity
subset_65_plus_male_obesity_1 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age_65+, Female, BMI_Class 1 Obesity
subset_65_plus_female_obesity_1 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 1 Obesity'] == 1)]
# Filter data for Age_65+, Male, BMI_Class 2 Obesity
subset_65_plus_male_obesity_2 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age_65+, Female, BMI_Class 2 Obesity
subset_65_plus_female_obesity_2 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 2 Obesity'] == 1)]
# Filter data for Age_65+, Male, BMI_Class 3 Obesity
subset_65_plus_male_obesity_3 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Male'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
# Filter data for Age_65+, Female, BMI_Class 3 Obesity
subset_65_plus_female_obesity_3 = df_sample[(df_sample['Age_65+'] == 1) & (df_sample['Sex_Female'] == 1) & (df_sample['BMI_Class 3 Obesity'] == 1)]
Apply PCA on Subsets¶
In [12]:
# Function to apply PCA on a subset
def apply_pca(subset_data, n_components=2):
# Standardize the data (important for PCA)
scaler = StandardScaler()
standardized_data = scaler.fit_transform(subset_data)
# Apply PCA
pca = PCA(n_components=n_components)
principal_components = pca.fit_transform(standardized_data)
# Combine results into a DataFrame
pca_result = pd.DataFrame(data=principal_components,
columns=[f"PC{i+1}" for i in range(n_components)])
explained_variance = pca.explained_variance_ratio_
return pca_result, explained_variance
Create a List Containing Subsets
In [13]:
subsets = [
subset_18_29_male_underweight,
subset_18_29_female_underweight,
subset_18_29_male_healthy_weight,
subset_18_29_female_healthy_weight,
subset_18_29_male_overweight,
subset_18_29_female_overweight,
subset_18_29_male_obesity_1,
subset_18_29_female_obesity_1,
subset_18_29_male_obesity_2,
subset_18_29_female_obesity_2,
subset_18_29_male_obesity_3,
subset_18_29_female_obesity_3,
subset_30_49_male_underweight,
subset_30_49_female_underweight,
subset_30_49_male_healthy_weight,
subset_30_49_female_healthy_weight,
subset_30_49_male_overweight,
subset_30_49_female_overweight,
subset_30_49_male_obesity_1,
subset_30_49_female_obesity_1,
subset_30_49_male_obesity_2,
subset_30_49_female_obesity_2,
subset_30_49_male_obesity_3,
subset_30_49_female_obesity_3,
subset_50_64_male_underweight,
subset_50_64_female_underweight,
subset_50_64_male_healthy_weight,
subset_50_64_female_healthy_weight,
subset_50_64_male_overweight,
subset_50_64_female_overweight,
subset_50_64_male_obesity_1,
subset_50_64_female_obesity_1,
subset_50_64_male_obesity_2,
subset_50_64_female_obesity_2,
subset_50_64_male_obesity_3,
subset_50_64_female_obesity_3,
subset_65_plus_male_underweight,
subset_65_plus_female_underweight,
subset_65_plus_male_healthy_weight,
subset_65_plus_female_healthy_weight,
subset_65_plus_male_overweight,
subset_65_plus_female_overweight,
subset_65_plus_male_obesity_1,
subset_65_plus_female_obesity_1,
subset_65_plus_male_obesity_2,
subset_65_plus_female_obesity_2,
subset_65_plus_male_obesity_3,
subset_65_plus_female_obesity_3,
]
In [14]:
#Check qhich subsets are empty
for idx, subset in enumerate(subsets):
subset_name = f"Subset_{idx+1}" # Create a dynamic name for the subset
# Check if the subset is empty
if subset.empty:
print(f"Subset {subset_name} is empty, skipping PCA.")
continue # Skip this subset if it's empty
Subset Subset_1 is empty, skipping PCA. Subset Subset_13 is empty, skipping PCA. Subset Subset_25 is empty, skipping PCA. Subset Subset_37 is empty, skipping PCA.
In [15]:
from sklearn.decomposition import PCA
def apply_pca(subset, n_components=None):
pca = PCA(n_components=n_components)
pca_result = pca.fit_transform(subset) # Apply PCA
explained_variance = pca.explained_variance_ratio_ # Get explained variance ratio
pca_model = pca # Store the PCA model itself
return pca_result, explained_variance, pca_model
In [16]:
# Function to create an Elbow Plot
def plot_elbow(cumulative_variance):
plt.figure(figsize=(8, 6))
plt.plot(range(1, len(cumulative_variance) + 1), cumulative_variance, marker='o', linestyle='--', label='Cumulative Variance')
plt.title("Elbow Plot")
plt.xlabel("Number of Principal Components")
plt.ylabel("Cumulative Explained Variance")
plt.axhline(y=0.9, color='r', linestyle='--', label='90% Variance Threshold') # Optional threshold line
plt.xticks(range(1, len(cumulative_variance) + 1))
plt.legend()
plt.grid(True)
plt.show()
In [17]:
n_components_selected_dict = {} # Store the number of components selected for each subset
pca_results = {} # Store the PCA results for each subset
# Loop through the list of subsets and apply PCA to each one
for idx, subset in enumerate(subsets):
subset_name = f"Subset_{idx+1}" # Create a dynamic name for the subset
# Check if the subset is empty
if subset.empty:
print(f"Subset {subset_name} is empty, skipping PCA.")
continue # Skip this subset if it's empty
# Apply PCA with all components
pca_result, explained_variance, pca_model = apply_pca(subset)
# Calculate cumulative variance
cumulative_variance = np.cumsum(explained_variance)
# Convert pca_result to a DataFrame with column names like PC1, PC2, etc.
pca_result_df = pd.DataFrame(pca_result, columns=[f'PC{i+1}' for i in range(pca_result.shape[1])])
# Store results in the dictionary, including the PCA model
pca_results[subset_name] = {
'PCA Result': pca_result_df,
'Explained Variance': explained_variance,
'PCA Model': pca_model # Store the PCA model here
}
# Display explained variance ratio and cumulative variance
print(f"\nExplained Variance for {subset_name}:")
print(explained_variance)
print(f"\nCumulative Variance for {subset_name}:")
print(cumulative_variance)
# Display the loadings (component loadings) from the PCA model
loadings = pd.DataFrame(pca_model.components_.T, # Transpose to match features
columns=[f'PC{i+1}' for i in range(pca_result_df.shape[1])],
index=subset.columns) # Use original subset columns for loadings
print(f"\nLoadings for {subset_name}:")
print(loadings)
# Display the transformed data (PCA results)
print(f"\nPCA Results for {subset_name}:")
print(pca_result_df.head())
# Visualize PCA results
# Elbow plot (cumulative variance)
plot_elbow(cumulative_variance)
# Decide the number of components to retain based on 90% variance threshold
n_components_selected = np.argmax(cumulative_variance >= 0.9) + 1
#Store the number of components selected
n_components_selected_dict[subset_name] = n_components_selected
print(f"\nFor {subset_name}, retain {n_components_selected} components to explain 90% of the variance.\n")
Subset Subset_1 is empty, skipping PCA.
Explained Variance for Subset_2:
[1.09833011e-01 1.02171695e-01 8.33234759e-02 7.08196693e-02
6.45300398e-02 5.46465161e-02 5.03754936e-02 4.32022143e-02
3.75483010e-02 3.50750104e-02 3.01996795e-02 2.78897539e-02
2.68931292e-02 2.51856415e-02 2.27014996e-02 2.18407159e-02
1.87580958e-02 1.76342074e-02 1.71301023e-02 1.65581320e-02
1.46639035e-02 1.43905707e-02 1.29937284e-02 1.11523551e-02
1.02886929e-02 9.92534533e-03 9.24104346e-03 7.66932479e-03
6.09961778e-03 5.13572523e-03 4.92864945e-03 4.65834006e-03
3.40840386e-03 1.83878435e-03 1.67323319e-03 1.60024536e-03
1.36410639e-03 1.09862902e-03 9.27945305e-04 6.24972377e-04
1.74451075e-17 7.64664217e-18 6.41986730e-18 3.58670032e-18
4.85054160e-19 1.34107187e-19 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_2:
[0.10983301 0.21200471 0.29532818 0.36614785 0.43067789 0.48532441
0.5356999 0.57890212 0.61645042 0.65152543 0.68172511 0.70961486
0.73650799 0.76169363 0.78439513 0.80623585 0.82499394 0.84262815
0.85975825 0.87631638 0.89098029 0.90537086 0.91836459 0.92951694
0.93980563 0.94973098 0.95897202 0.96664135 0.97274097 0.97787669
0.98280534 0.98746368 0.99087208 0.99271087 0.9943841 0.99598435
0.99734845 0.99844708 0.99937503 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_2:
PC1 \
HighBP -1.508121e-02
HighChol -2.342775e-02
CholCheck 6.576253e-03
Smoker -1.182636e-01
Stroke -2.176225e-03
HeartDiseaseorAttack -5.388364e-03
PhysActivity 1.889926e-02
Fruits 1.034887e-01
Veggies 7.055670e-02
HvyAlcoholConsump -3.238884e-02
AnyHealthcare 3.251706e-02
NoDocbcCost -1.135153e-01
DiffWalk -2.469698e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 6.169799e-17
BMI_Overweight 1.058791e-22
BMI_Class 1 Obesity 1.323489e-23
BMI_Class 2 Obesity -6.617445e-24
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.436145e-01
GenHlth_Very good -1.522857e-01
GenHlth_Good -1.417896e-01
GenHlth_Fair -4.137530e-02
GenHlth_Poor -8.163898e-03
MentHlth_0 4.437702e-01
MentHlth_1-5 -2.421788e-01
MentHlth_6-10 -8.014084e-02
MentHlth_11-15 -4.522536e-02
MentHlth_16-20 -2.009264e-02
MentHlth_21-25 -7.097994e-03
MentHlth_26-30 -4.903458e-02
PhysHlth_0 4.825758e-01
PhysHlth_1-5 -3.870816e-01
PhysHlth_6-10 -4.314029e-02
PhysHlth_11-15 -2.103117e-02
PhysHlth_16-20 -7.768833e-03
PhysHlth_21-25 -4.299079e-03
PhysHlth_26-30 -1.925482e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary -2.421674e-03
Education_Some high school -1.121963e-02
Education_High school graduate -5.368161e-02
Education_Some college or technical school -1.987869e-01
Education_College graduate 2.661098e-01
Income_Less than $10,000 -4.236519e-02
Income_$10,000-$14,999 -2.001857e-02
Income_$15,000-$19,999 -3.653014e-02
Income_$20,000-$24,999 -3.422328e-02
Income_$25,000-$34,999 -4.262706e-03
Income_$35,000-$49,999 -2.695986e-02
Income_$50,000-$74,999 2.880637e-02
Income_$75,000 or more 1.355534e-01
Sex_Female 6.169778e-17
Sex_Male -0.000000e+00
Age_18-29 6.169778e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP -2.484044e-03
HighChol 2.758020e-02
CholCheck -2.214751e-05
Smoker -1.319859e-01
Stroke -6.633596e-04
HeartDiseaseorAttack -3.760100e-03
PhysActivity 9.458316e-02
Fruits 6.403549e-02
Veggies 1.031880e-01
HvyAlcoholConsump 1.607194e-02
AnyHealthcare 7.418961e-02
NoDocbcCost -4.703611e-02
DiffWalk -1.817026e-02
BMI_Underweight 2.168404e-19
BMI_Healthy weight -6.596894e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -1.058791e-22
BMI_Class 3 Obesity -5.293956e-23
GenHlth_Excellent -2.631192e-02
GenHlth_Very good 1.815761e-01
GenHlth_Good -1.227144e-01
GenHlth_Fair -2.660958e-02
GenHlth_Poor -5.940150e-03
MentHlth_0 -2.720807e-01
MentHlth_1-5 3.050365e-01
MentHlth_6-10 1.143550e-02
MentHlth_11-15 -1.218906e-02
MentHlth_16-20 -4.575979e-03
MentHlth_21-25 -2.392614e-03
MentHlth_26-30 -2.523360e-02
PhysHlth_0 -1.332148e-01
PhysHlth_1-5 1.712235e-01
PhysHlth_6-10 -7.064312e-03
PhysHlth_11-15 -9.906510e-03
PhysHlth_16-20 -4.780700e-03
PhysHlth_21-25 -6.558486e-04
PhysHlth_26-30 -1.560128e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -3.470498e-03
Education_Some high school -1.420933e-02
Education_High school graduate -1.461709e-01
Education_Some college or technical school -4.557270e-01
Education_College graduate 6.195777e-01
Income_Less than $10,000 -4.454665e-02
Income_$10,000-$14,999 -3.126559e-02
Income_$15,000-$19,999 -5.247780e-02
Income_$20,000-$24,999 -7.132830e-02
Income_$25,000-$34,999 -7.309438e-02
Income_$35,000-$49,999 5.800863e-03
Income_$50,000-$74,999 3.372161e-02
Income_$75,000 or more 2.331902e-01
Sex_Female -6.597260e-17
Sex_Male 0.000000e+00
Age_18-29 -6.597260e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP -1.523936e-02
HighChol 9.998750e-03
CholCheck 3.137211e-03
Smoker 2.057383e-02
Stroke -6.589866e-04
HeartDiseaseorAttack -3.967082e-03
PhysActivity -3.460885e-02
Fruits -7.474338e-02
Veggies -2.489094e-02
HvyAlcoholConsump -1.398366e-02
AnyHealthcare 4.273091e-03
NoDocbcCost -5.079467e-02
DiffWalk -6.907526e-03
BMI_Underweight 4.336809e-19
BMI_Healthy weight 3.919762e-17
BMI_Overweight 2.710505e-20
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -8.470329e-22
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -5.125468e-01
GenHlth_Very good 7.473136e-01
GenHlth_Good -2.017174e-01
GenHlth_Fair -2.885259e-02
GenHlth_Poor -4.196745e-03
MentHlth_0 1.661017e-01
MentHlth_1-5 -1.371005e-01
MentHlth_6-10 -4.441899e-03
MentHlth_11-15 -5.177801e-03
MentHlth_16-20 -1.044644e-03
MentHlth_21-25 -4.547473e-03
MentHlth_26-30 -1.378937e-02
PhysHlth_0 2.054947e-01
PhysHlth_1-5 -1.728052e-01
PhysHlth_6-10 -1.145335e-02
PhysHlth_11-15 -7.330383e-03
PhysHlth_16-20 -2.331481e-03
PhysHlth_21-25 -3.772024e-03
PhysHlth_26-30 -7.802278e-03
Education_Never attended school or only kinderg... -1.372634e-38
Education_Elementary -2.175854e-03
Education_Some high school -5.020173e-03
Education_High school graduate -3.384039e-02
Education_Some college or technical school 4.300091e-02
Education_College graduate -1.964500e-03
Income_Less than $10,000 -1.329799e-02
Income_$10,000-$14,999 -6.713565e-03
Income_$15,000-$19,999 -7.449998e-03
Income_$20,000-$24,999 -1.734920e-02
Income_$25,000-$34,999 2.373933e-02
Income_$35,000-$49,999 8.552631e-03
Income_$50,000-$74,999 4.453215e-02
Income_$75,000 or more -3.201336e-02
Sex_Female 3.918491e-17
Sex_Male 0.000000e+00
Age_18-29 3.918491e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP 5.726214e-03
HighChol 1.300628e-02
CholCheck 4.955937e-03
Smoker -2.871749e-02
Stroke 1.352934e-03
HeartDiseaseorAttack 9.977806e-03
PhysActivity -5.543204e-02
Fruits -1.318922e-01
Veggies -3.598720e-02
HvyAlcoholConsump -1.262211e-03
AnyHealthcare 1.677775e-02
NoDocbcCost 2.579880e-02
DiffWalk 1.375419e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 1.211697e-16
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity 2.168404e-19
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -5.421011e-20
GenHlth_Excellent -8.431169e-02
GenHlth_Very good -2.341407e-02
GenHlth_Good 8.670409e-02
GenHlth_Fair 1.657014e-02
GenHlth_Poor 4.451525e-03
MentHlth_0 5.098527e-01
MentHlth_1-5 -5.097893e-01
MentHlth_6-10 -5.112391e-04
MentHlth_11-15 -3.996359e-03
MentHlth_16-20 2.537848e-03
MentHlth_21-25 2.505087e-03
MentHlth_26-30 -5.987956e-04
PhysHlth_0 -4.580824e-01
PhysHlth_1-5 3.984079e-01
PhysHlth_6-10 3.216845e-02
PhysHlth_11-15 1.065281e-02
PhysHlth_16-20 3.298338e-03
PhysHlth_21-25 1.592548e-03
PhysHlth_26-30 1.196238e-02
Education_Never attended school or only kinderg... -1.544549e-35
Education_Elementary 1.656500e-03
Education_Some high school 1.057164e-02
Education_High school graduate 1.890258e-02
Education_Some college or technical school -2.017952e-01
Education_College graduate 1.706645e-01
Income_Less than $10,000 1.052477e-02
Income_$10,000-$14,999 -5.720946e-03
Income_$15,000-$19,999 -7.159242e-03
Income_$20,000-$24,999 2.565415e-03
Income_$25,000-$34,999 4.640293e-03
Income_$35,000-$49,999 9.478685e-03
Income_$50,000-$74,999 -5.537528e-03
Income_$75,000 or more -8.791449e-03
Sex_Female 1.277949e-16
Sex_Male 0.000000e+00
Age_18-29 1.277949e-16
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -1.610161e-02
HighChol -1.576772e-02
CholCheck 9.977196e-04
Smoker -1.554956e-01
Stroke -3.658623e-03
HeartDiseaseorAttack -1.026515e-03
PhysActivity 1.464924e-01
Fruits 4.204837e-01
Veggies 2.102244e-01
HvyAlcoholConsump -2.587437e-03
AnyHealthcare 5.183619e-02
NoDocbcCost -8.227464e-02
DiffWalk -1.304927e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -1.845219e-17
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity 4.336809e-19
BMI_Class 2 Obesity 2.168404e-19
BMI_Class 3 Obesity -1.084202e-19
GenHlth_Excellent 1.854233e-01
GenHlth_Very good 1.487538e-01
GenHlth_Good -3.089392e-01
GenHlth_Fair -1.571209e-02
GenHlth_Poor -9.525820e-03
MentHlth_0 1.084690e-01
MentHlth_1-5 -3.530590e-02
MentHlth_6-10 -4.897019e-03
MentHlth_11-15 -2.045104e-02
MentHlth_16-20 -1.027170e-03
MentHlth_21-25 -5.129190e-03
MentHlth_26-30 -4.165872e-02
PhysHlth_0 -1.835068e-01
PhysHlth_1-5 2.206191e-01
PhysHlth_6-10 -1.932127e-02
PhysHlth_11-15 -5.084867e-03
PhysHlth_16-20 -1.870093e-03
PhysHlth_21-25 -6.029795e-03
PhysHlth_26-30 -4.806306e-03
Education_Never attended school or only kinderg... -1.149545e-34
Education_Elementary -5.909409e-03
Education_Some high school -2.142324e-02
Education_High school graduate -2.677660e-01
Education_Some college or technical school 4.588815e-01
Education_College graduate -1.637828e-01
Income_Less than $10,000 -5.877480e-02
Income_$10,000-$14,999 -1.328771e-02
Income_$15,000-$19,999 -3.096342e-02
Income_$20,000-$24,999 -5.483890e-02
Income_$25,000-$34,999 -5.982078e-02
Income_$35,000-$49,999 -6.480972e-02
Income_$50,000-$74,999 -9.115206e-02
Income_$75,000 or more 3.736474e-01
Sex_Female -1.863871e-17
Sex_Male 0.000000e+00
Age_18-29 -1.863871e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 4.513374e-04
HighChol -4.193698e-02
CholCheck -5.353877e-03
Smoker 8.402993e-02
Stroke 1.486557e-03
HeartDiseaseorAttack 1.232462e-03
PhysActivity 5.408217e-02
Fruits 7.614149e-01
Veggies 2.928765e-01
HvyAlcoholConsump -4.053237e-02
AnyHealthcare -5.443373e-02
NoDocbcCost 1.171542e-01
DiffWalk 1.736424e-02
BMI_Underweight 8.673617e-17
BMI_Healthy weight 6.571754e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 2.220446e-16
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.403452e-01
GenHlth_Very good 1.364733e-02
GenHlth_Good 1.098520e-01
GenHlth_Fair 1.540180e-02
GenHlth_Poor 1.443996e-03
MentHlth_0 4.278070e-02
MentHlth_1-5 -2.645989e-02
MentHlth_6-10 -4.924319e-02
MentHlth_11-15 9.364147e-03
MentHlth_16-20 1.911356e-03
MentHlth_21-25 -1.961379e-04
MentHlth_26-30 2.184301e-02
PhysHlth_0 -3.054851e-02
PhysHlth_1-5 -1.044583e-02
PhysHlth_6-10 1.603322e-02
PhysHlth_11-15 5.468977e-03
PhysHlth_16-20 -1.659408e-04
PhysHlth_21-25 4.528312e-03
PhysHlth_26-30 1.512977e-02
Education_Never attended school or only kinderg... -6.915533e-31
Education_Elementary 1.698575e-03
Education_Some high school 1.731399e-02
Education_High school graduate 1.828495e-01
Education_Some college or technical school -1.993026e-01
Education_College graduate -2.559447e-03
Income_Less than $10,000 6.069172e-03
Income_$10,000-$14,999 1.461389e-02
Income_$15,000-$19,999 3.198447e-02
Income_$20,000-$24,999 3.128515e-02
Income_$25,000-$34,999 7.206810e-02
Income_$35,000-$49,999 1.080531e-01
Income_$50,000-$74,999 1.299890e-01
Income_$75,000 or more -3.940628e-01
Sex_Female 7.700603e-17
Sex_Male 0.000000e+00
Age_18-29 7.700603e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 2.306794e-02
HighChol 1.006151e-02
CholCheck 3.827061e-03
Smoker 1.101792e-01
Stroke 1.919131e-03
HeartDiseaseorAttack -2.070001e-03
PhysActivity 8.399657e-03
Fruits 1.503356e-01
Veggies 8.603262e-02
HvyAlcoholConsump -1.760235e-03
AnyHealthcare -1.148774e-02
NoDocbcCost 3.334536e-02
DiffWalk 1.944166e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -9.672137e-17
BMI_Overweight 3.469447e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -3.134072e-01
GenHlth_Very good -7.345812e-02
GenHlth_Good 3.666731e-01
GenHlth_Fair 1.641309e-02
GenHlth_Poor 3.779074e-03
MentHlth_0 4.445235e-04
MentHlth_1-5 -4.749000e-02
MentHlth_6-10 -2.591038e-02
MentHlth_11-15 1.675072e-02
MentHlth_16-20 1.299329e-02
MentHlth_21-25 4.002599e-03
MentHlth_26-30 3.920925e-02
PhysHlth_0 4.890339e-02
PhysHlth_1-5 -1.288665e-01
PhysHlth_6-10 4.308793e-02
PhysHlth_11-15 1.447011e-02
PhysHlth_16-20 1.414895e-03
PhysHlth_21-25 1.272408e-03
PhysHlth_26-30 1.971776e-02
Education_Never attended school or only kinderg... 1.358503e-31
Education_Elementary 2.580922e-03
Education_Some high school 1.556410e-02
Education_High school graduate 2.431348e-01
Education_Some college or technical school -1.546323e-01
Education_College graduate -1.066475e-01
Income_Less than $10,000 1.533386e-02
Income_$10,000-$14,999 4.363155e-03
Income_$15,000-$19,999 2.028942e-02
Income_$20,000-$24,999 -4.086801e-03
Income_$25,000-$34,999 -6.747794e-03
Income_$35,000-$49,999 -2.139478e-01
Income_$50,000-$74,999 -4.236170e-01
Income_$75,000 or more 6.084129e-01
Sex_Female -1.079627e-16
Sex_Male -0.000000e+00
Age_18-29 -1.079627e-16
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -3.243877e-02
HighChol -3.830392e-02
CholCheck 9.478480e-03
Smoker 1.945622e-01
Stroke 4.239827e-03
HeartDiseaseorAttack -2.854181e-03
PhysActivity -5.091803e-02
Fruits -2.351510e-02
Veggies -6.035728e-02
HvyAlcoholConsump 2.436333e-02
AnyHealthcare -6.064797e-02
NoDocbcCost -6.111370e-02
DiffWalk 6.109686e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight 1.623508e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.164619e-01
GenHlth_Very good 1.738408e-01
GenHlth_Good -5.302001e-01
GenHlth_Fair 2.608469e-02
GenHlth_Poor 1.381277e-02
MentHlth_0 -2.291581e-02
MentHlth_1-5 4.042580e-02
MentHlth_6-10 -1.621555e-02
MentHlth_11-15 -1.079397e-02
MentHlth_16-20 1.692092e-03
MentHlth_21-25 -1.409544e-03
MentHlth_26-30 9.216983e-03
PhysHlth_0 -7.325458e-02
PhysHlth_1-5 1.121370e-01
PhysHlth_6-10 -3.478593e-02
PhysHlth_11-15 -3.491040e-03
PhysHlth_16-20 -5.483583e-03
PhysHlth_21-25 -2.008834e-03
PhysHlth_26-30 6.886944e-03
Education_Never attended school or only kinderg... 4.270942e-30
Education_Elementary 1.180268e-03
Education_Some high school -6.494897e-03
Education_High school graduate 5.648260e-01
Education_Some college or technical school -3.122033e-01
Education_College graduate -2.473081e-01
Income_Less than $10,000 4.911465e-02
Income_$10,000-$14,999 7.106133e-03
Income_$15,000-$19,999 2.087338e-02
Income_$20,000-$24,999 4.235405e-02
Income_$25,000-$34,999 1.500914e-02
Income_$35,000-$49,999 -3.047278e-02
Income_$50,000-$74,999 -1.556631e-01
Income_$75,000 or more 5.167855e-02
Sex_Female -2.180557e-17
Sex_Male -0.000000e+00
Age_18-29 -2.180557e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -1.613577e-02
HighChol -2.300224e-02
CholCheck -1.846522e-02
Smoker 1.397360e-01
Stroke -8.984517e-04
HeartDiseaseorAttack -1.995166e-03
PhysActivity -3.128203e-03
Fruits -3.118607e-04
Veggies -1.982992e-02
HvyAlcoholConsump 2.518313e-02
AnyHealthcare -1.063705e-01
NoDocbcCost 1.777412e-01
DiffWalk 7.403787e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight 3.491195e-18
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 3.819037e-02
GenHlth_Very good 7.417921e-03
GenHlth_Good -8.146027e-02
GenHlth_Fair 2.836154e-02
GenHlth_Poor 7.490434e-03
MentHlth_0 -1.370583e-02
MentHlth_1-5 -4.736692e-02
MentHlth_6-10 4.090646e-02
MentHlth_11-15 -1.804366e-03
MentHlth_16-20 6.464495e-03
MentHlth_21-25 2.817240e-03
MentHlth_26-30 1.268891e-02
PhysHlth_0 2.758641e-02
PhysHlth_1-5 -3.879143e-02
PhysHlth_6-10 -1.921996e-02
PhysHlth_11-15 1.036519e-02
PhysHlth_16-20 6.168702e-03
PhysHlth_21-25 3.189309e-03
PhysHlth_26-30 1.070177e-02
Education_Never attended school or only kinderg... -5.490472e-28
Education_Elementary 2.009218e-03
Education_Some high school -1.081868e-03
Education_High school graduate -1.856174e-01
Education_Some college or technical school 4.476328e-02
Education_College graduate 1.399268e-01
Income_Less than $10,000 -2.424607e-02
Income_$10,000-$14,999 2.647901e-03
Income_$15,000-$19,999 6.106947e-03
Income_$20,000-$24,999 3.273712e-02
Income_$25,000-$34,999 6.283172e-02
Income_$35,000-$49,999 6.551735e-01
Income_$50,000-$74,999 -6.485726e-01
Income_$75,000 or more -8.667860e-02
Sex_Female 1.557711e-17
Sex_Male 0.000000e+00
Age_18-29 1.557711e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 1.565146e-02 ... 0.0
HighChol 4.765256e-03 ... 0.0
CholCheck -1.784034e-02 ... 0.0
Smoker 7.000798e-01 ... 0.0
Stroke 9.475059e-05 ... 0.0
HeartDiseaseorAttack -6.128984e-04 ... 0.0
PhysActivity 3.165444e-03 ... 0.0
Fruits -1.403230e-02 ... 0.0
Veggies 1.391073e-01 ... 0.0
HvyAlcoholConsump 1.483652e-01 ... 0.0
AnyHealthcare -7.340222e-02 ... 0.0
NoDocbcCost 2.726812e-01 ... 0.0
DiffWalk 1.785994e-02 ... 0.0
BMI_Underweight 1.110223e-16 ... 0.0
BMI_Healthy weight -1.492129e-16 ... 0.0
BMI_Overweight 0.000000e+00 ... 0.0
BMI_Class 1 Obesity -1.665335e-16 ... 0.0
BMI_Class 2 Obesity 0.000000e+00 ... 0.0
BMI_Class 3 Obesity 5.551115e-17 ... 0.0
GenHlth_Excellent 8.909734e-02 ... 0.0
GenHlth_Very good -9.414583e-03 ... 0.0
GenHlth_Good -1.444473e-01 ... 0.0
GenHlth_Fair 5.035642e-02 ... 0.0
GenHlth_Poor 1.440814e-02 ... 0.0
MentHlth_0 -1.496808e-01 ... 0.0
MentHlth_1-5 -2.509413e-01 ... 0.0
MentHlth_6-10 1.939044e-01 ... 0.0
MentHlth_11-15 7.140023e-02 ... 0.0
MentHlth_16-20 1.083600e-02 ... 0.0
MentHlth_21-25 5.458611e-03 ... 0.0
MentHlth_26-30 1.190229e-01 ... 0.0
PhysHlth_0 -6.369719e-03 ... 0.0
PhysHlth_1-5 -7.687240e-02 ... 0.0
PhysHlth_6-10 2.837633e-02 ... 0.0
PhysHlth_11-15 2.418940e-02 ... 0.0
PhysHlth_16-20 2.335760e-03 ... 0.0
PhysHlth_21-25 4.829511e-03 ... 0.0
PhysHlth_26-30 2.351111e-02 ... 0.0
Education_Never attended school or only kinderg... -2.928252e-27 ... 0.0
Education_Elementary 3.232297e-03 ... 0.0
Education_Some high school 1.472513e-02 ... 0.0
Education_High school graduate -2.448336e-01 ... 0.0
Education_Some college or technical school 4.943315e-02 ... 0.0
Education_College graduate 1.774430e-01 ... 0.0
Income_Less than $10,000 -5.090264e-02 ... 0.0
Income_$10,000-$14,999 8.791765e-03 ... 0.0
Income_$15,000-$19,999 2.524987e-02 ... 0.0
Income_$20,000-$24,999 5.942223e-02 ... 0.0
Income_$25,000-$34,999 4.955115e-02 ... 0.0
Income_$35,000-$49,999 -2.853060e-01 ... 0.0
Income_$50,000-$74,999 1.303031e-01 ... 0.0
Income_$75,000 or more 6.289060e-02 ... 0.0
Sex_Female -9.149599e-17 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 -9.149599e-17 ... 0.0
Age_30-49 0.000000e+00 ... 1.0
Age_50-64 0.000000e+00 ... 0.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 0.000000e+00
HighChol 0.0 1.790205e-26
CholCheck 0.0 4.828003e-26
Smoker 0.0 3.393907e-27
Stroke 0.0 -4.225164e-25
HeartDiseaseorAttack 0.0 -1.911790e-26
PhysActivity 0.0 7.609644e-28
Fruits 0.0 4.265237e-27
Veggies 0.0 6.096816e-28
HvyAlcoholConsump 0.0 1.021523e-26
AnyHealthcare 0.0 2.119930e-26
NoDocbcCost 0.0 1.296162e-26
DiffWalk 0.0 -1.805869e-26
BMI_Underweight 0.0 -4.601549e-11
BMI_Healthy weight 0.0 -6.176980e-11
BMI_Overweight 0.0 4.727160e-11
BMI_Class 1 Obesity 0.0 -2.478534e-12
BMI_Class 2 Obesity 0.0 4.157006e-12
BMI_Class 3 Obesity 0.0 -1.088228e-11
GenHlth_Excellent 0.0 -6.786886e-13
GenHlth_Very good 0.0 -6.786886e-13
GenHlth_Good 0.0 -6.786886e-13
GenHlth_Fair 0.0 -6.786886e-13
GenHlth_Poor 0.0 -6.786886e-13
MentHlth_0 0.0 2.253139e-11
MentHlth_1-5 0.0 2.253139e-11
MentHlth_6-10 0.0 2.253139e-11
MentHlth_11-15 0.0 2.253139e-11
MentHlth_16-20 0.0 2.253139e-11
MentHlth_21-25 0.0 2.253139e-11
MentHlth_26-30 0.0 2.253139e-11
PhysHlth_0 0.0 -2.773063e-11
PhysHlth_1-5 0.0 -2.773063e-11
PhysHlth_6-10 0.0 -2.773063e-11
PhysHlth_11-15 0.0 -2.773063e-11
PhysHlth_16-20 0.0 -2.773063e-11
PhysHlth_21-25 0.0 -2.773063e-11
PhysHlth_26-30 0.0 -2.773063e-11
Education_Never attended school or only kinderg... 0.0 6.957830e-10
Education_Elementary 0.0 -6.882224e-12
Education_Some high school 0.0 -6.882224e-12
Education_High school graduate 0.0 -6.882224e-12
Education_Some college or technical school 0.0 -6.882224e-12
Education_College graduate 0.0 -6.882224e-12
Income_Less than $10,000 0.0 2.456156e-11
Income_$10,000-$14,999 0.0 2.456156e-11
Income_$15,000-$19,999 0.0 2.456156e-11
Income_$20,000-$24,999 0.0 2.456156e-11
Income_$25,000-$34,999 0.0 2.456156e-11
Income_$35,000-$49,999 0.0 2.456156e-11
Income_$50,000-$74,999 0.0 2.456156e-11
Income_$75,000 or more 0.0 2.456156e-11
Sex_Female 0.0 -7.071068e-01
Sex_Male 1.0 0.000000e+00
Age_18-29 0.0 7.071068e-01
Age_30-49 0.0 0.000000e+00
Age_50-64 0.0 0.000000e+00
Age_65+ 0.0 0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol -9.567646e-17
CholCheck -1.538653e-16
Smoker 1.237986e-17
Stroke -4.004701e-15
HeartDiseaseorAttack 2.437232e-16
PhysActivity -1.493008e-16
Fruits -3.598593e-18
Veggies 1.423062e-16
HvyAlcoholConsump 1.786844e-16
AnyHealthcare -3.381835e-16
NoDocbcCost -1.431007e-16
DiffWalk -5.828743e-16
BMI_Underweight 3.581351e-01
BMI_Healthy weight 4.754627e-02
BMI_Overweight 3.036125e-01
BMI_Class 1 Obesity 2.272814e-01
BMI_Class 2 Obesity -3.495986e-01
BMI_Class 3 Obesity 2.951867e-01
GenHlth_Excellent 5.465901e-02
GenHlth_Very good 5.465901e-02
GenHlth_Good 5.465901e-02
GenHlth_Fair 5.465901e-02
GenHlth_Poor 5.465901e-02
MentHlth_0 1.244060e-01
MentHlth_1-5 1.244060e-01
MentHlth_6-10 1.244060e-01
MentHlth_11-15 1.244060e-01
MentHlth_16-20 1.244060e-01
MentHlth_21-25 1.244060e-01
MentHlth_26-30 1.244060e-01
PhysHlth_0 -3.349439e-02
PhysHlth_1-5 -3.349439e-02
PhysHlth_6-10 -3.349439e-02
PhysHlth_11-15 -3.349439e-02
PhysHlth_16-20 -3.349439e-02
PhysHlth_21-25 -3.349439e-02
PhysHlth_26-30 -3.349439e-02
Education_Never attended school or only kinderg... -3.850394e-02
Education_Elementary 1.455102e-01
Education_Some high school 1.455102e-01
Education_High school graduate 1.455102e-01
Education_Some college or technical school 1.455102e-01
Education_College graduate 1.455102e-01
Income_Less than $10,000 1.145260e-01
Income_$10,000-$14,999 1.145260e-01
Income_$15,000-$19,999 1.145260e-01
Income_$20,000-$24,999 1.145260e-01
Income_$25,000-$34,999 1.145260e-01
Income_$35,000-$49,999 1.145260e-01
Income_$50,000-$74,999 1.145260e-01
Income_$75,000 or more 1.145260e-01
Sex_Female -2.940064e-01
Sex_Male 0.000000e+00
Age_18-29 -2.940064e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC53 \
HighBP 3.567655e-16
HighChol -1.049074e-16
CholCheck -9.990383e-17
Smoker -1.422782e-16
Stroke -3.873792e-15
HeartDiseaseorAttack 1.270974e-16
PhysActivity -9.254685e-16
Fruits 1.484058e-16
Veggies 1.900590e-16
HvyAlcoholConsump 1.074181e-17
AnyHealthcare -3.295352e-16
NoDocbcCost -7.329296e-17
DiffWalk -8.440354e-16
BMI_Underweight -1.998353e-02
BMI_Healthy weight 4.651701e-01
BMI_Overweight -2.653540e-02
BMI_Class 1 Obesity 3.119021e-02
BMI_Class 2 Obesity 9.656485e-03
BMI_Class 3 Obesity 4.118060e-02
GenHlth_Excellent -1.126638e-01
GenHlth_Very good -1.126638e-01
GenHlth_Good -1.126638e-01
GenHlth_Fair -1.126638e-01
GenHlth_Poor -1.126638e-01
MentHlth_0 6.047946e-02
MentHlth_1-5 6.047946e-02
MentHlth_6-10 6.047946e-02
MentHlth_11-15 6.047946e-02
MentHlth_16-20 6.047946e-02
MentHlth_21-25 6.047946e-02
MentHlth_26-30 6.047946e-02
PhysHlth_0 8.720300e-02
PhysHlth_1-5 8.720300e-02
PhysHlth_6-10 8.720300e-02
PhysHlth_11-15 8.720300e-02
PhysHlth_16-20 8.720300e-02
PhysHlth_21-25 8.720300e-02
PhysHlth_26-30 8.720300e-02
Education_Never attended school or only kinderg... 7.869765e-08
Education_Elementary 1.471527e-01
Education_Some high school 1.471527e-01
Education_High school graduate 1.471527e-01
Education_Some college or technical school 1.471527e-01
Education_College graduate 1.471527e-01
Income_Less than $10,000 1.365134e-01
Income_$10,000-$14,999 1.365134e-01
Income_$15,000-$19,999 1.365134e-01
Income_$20,000-$24,999 1.365134e-01
Income_$25,000-$34,999 1.365134e-01
Income_$35,000-$49,999 1.365134e-01
Income_$50,000-$74,999 1.365134e-01
Income_$75,000 or more 1.365134e-01
Sex_Female 4.359437e-01
Sex_Male 0.000000e+00
Age_18-29 4.359437e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 5.140525e-17
CholCheck -6.294581e-17
Smoker -1.838666e-16
Stroke -1.027092e-15
HeartDiseaseorAttack -3.413403e-16
PhysActivity -3.111303e-16
Fruits -1.982593e-17
Veggies -4.105743e-18
HvyAlcoholConsump -1.914094e-16
AnyHealthcare 1.452645e-17
NoDocbcCost 4.320512e-17
DiffWalk 2.460896e-16
BMI_Underweight 2.217307e-01
BMI_Healthy weight -2.743033e-01
BMI_Overweight -1.117334e-01
BMI_Class 1 Obesity -1.297811e-01
BMI_Class 2 Obesity 6.041427e-01
BMI_Class 3 Obesity -2.552968e-02
GenHlth_Excellent -1.628555e-02
GenHlth_Very good -1.628555e-02
GenHlth_Good -1.628555e-02
GenHlth_Fair -1.628555e-02
GenHlth_Poor -1.628555e-02
MentHlth_0 1.293674e-01
MentHlth_1-5 1.293674e-01
MentHlth_6-10 1.293674e-01
MentHlth_11-15 1.293674e-01
MentHlth_16-20 1.293674e-01
MentHlth_21-25 1.293674e-01
MentHlth_26-30 1.293674e-01
PhysHlth_0 8.909261e-02
PhysHlth_1-5 8.909261e-02
PhysHlth_6-10 8.909261e-02
PhysHlth_11-15 8.909261e-02
PhysHlth_16-20 8.909261e-02
PhysHlth_21-25 8.909261e-02
PhysHlth_26-30 8.909261e-02
Education_Never attended school or only kinderg... -2.908634e-02
Education_Elementary -1.145183e-01
Education_Some high school -1.145183e-01
Education_High school graduate -1.145183e-01
Education_Some college or technical school -1.145183e-01
Education_College graduate -1.145183e-01
Income_Less than $10,000 1.659343e-01
Income_$10,000-$14,999 1.659343e-01
Income_$15,000-$19,999 1.659343e-01
Income_$20,000-$24,999 1.659343e-01
Income_$25,000-$34,999 1.659343e-01
Income_$35,000-$49,999 1.659343e-01
Income_$50,000-$74,999 1.659343e-01
Income_$75,000 or more 1.659343e-01
Sex_Female -9.973426e-02
Sex_Male -0.000000e+00
Age_18-29 -9.973427e-02
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol -1.335405e-16
CholCheck 1.841417e-16
Smoker -7.376199e-17
Stroke 5.519310e-16
HeartDiseaseorAttack -7.073559e-18
PhysActivity 6.000618e-17
Fruits -1.030052e-16
Veggies -7.239291e-18
HvyAlcoholConsump -3.362058e-17
AnyHealthcare 3.730503e-16
NoDocbcCost 1.156081e-16
DiffWalk 1.544203e-16
BMI_Underweight 5.724463e-01
BMI_Healthy weight -1.171348e-01
BMI_Overweight 7.274798e-02
BMI_Class 1 Obesity -7.494512e-02
BMI_Class 2 Obesity -1.396439e-01
BMI_Class 3 Obesity 3.934564e-01
GenHlth_Excellent -8.076326e-03
GenHlth_Very good -8.076326e-03
GenHlth_Good -8.076326e-03
GenHlth_Fair -8.076326e-03
GenHlth_Poor -8.076326e-03
MentHlth_0 -1.003975e-01
MentHlth_1-5 -1.003975e-01
MentHlth_6-10 -1.003975e-01
MentHlth_11-15 -1.003975e-01
MentHlth_16-20 -1.003975e-01
MentHlth_21-25 -1.003975e-01
MentHlth_26-30 -1.003975e-01
PhysHlth_0 -7.629891e-02
PhysHlth_1-5 -7.629891e-02
PhysHlth_6-10 -7.629891e-02
PhysHlth_11-15 -7.629891e-02
PhysHlth_16-20 -7.629891e-02
PhysHlth_21-25 -7.629891e-02
PhysHlth_26-30 -7.629891e-02
Education_Never attended school or only kinderg... -2.550827e-02
Education_Elementary -1.894758e-01
Education_Some high school -1.894758e-01
Education_High school graduate -1.894758e-01
Education_Some college or technical school -1.894758e-01
Education_College graduate -1.894758e-01
Income_Less than $10,000 1.664473e-02
Income_$10,000-$14,999 1.664473e-02
Income_$15,000-$19,999 1.664473e-02
Income_$20,000-$24,999 1.664473e-02
Income_$25,000-$34,999 1.664473e-02
Income_$35,000-$49,999 1.664473e-02
Income_$50,000-$74,999 1.664473e-02
Income_$75,000 or more 1.664473e-02
Sex_Female 2.994665e-01
Sex_Male 0.000000e+00
Age_18-29 2.994665e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 2.430389e-16
CholCheck 4.171403e-16
Smoker 2.441393e-16
Stroke -3.923352e-15
HeartDiseaseorAttack 2.049473e-15
PhysActivity -6.011467e-17
Fruits 6.314571e-17
Veggies -4.510196e-17
HvyAlcoholConsump -5.087140e-17
AnyHealthcare -1.840592e-16
NoDocbcCost -6.348005e-17
DiffWalk -7.178864e-16
BMI_Underweight -2.753378e-01
BMI_Healthy weight 5.130492e-01
BMI_Overweight 3.013225e-01
BMI_Class 1 Obesity -1.095271e-01
BMI_Class 2 Obesity -1.129780e-01
BMI_Class 3 Obesity 1.620451e-01
GenHlth_Excellent -3.417864e-02
GenHlth_Very good -3.417864e-02
GenHlth_Good -3.417864e-02
GenHlth_Fair -3.417864e-02
GenHlth_Poor -3.417864e-02
MentHlth_0 9.471620e-02
MentHlth_1-5 9.471620e-02
MentHlth_6-10 9.471620e-02
MentHlth_11-15 9.471620e-02
MentHlth_16-20 9.471620e-02
MentHlth_21-25 9.471620e-02
MentHlth_26-30 9.471620e-02
PhysHlth_0 4.325008e-02
PhysHlth_1-5 4.325008e-02
PhysHlth_6-10 4.325008e-02
PhysHlth_11-15 4.325008e-02
PhysHlth_16-20 4.325008e-02
PhysHlth_21-25 4.325008e-02
PhysHlth_26-30 4.325008e-02
Education_Never attended school or only kinderg... 4.166191e-03
Education_Elementary -2.854073e-01
Education_Some high school -2.854073e-01
Education_High school graduate -2.854073e-01
Education_Some college or technical school -2.854073e-01
Education_College graduate -2.854073e-01
Income_Less than $10,000 -7.165803e-03
Income_$10,000-$14,999 -7.165803e-03
Income_$15,000-$19,999 -7.165803e-03
Income_$20,000-$24,999 -7.165803e-03
Income_$25,000-$34,999 -7.165803e-03
Income_$35,000-$49,999 -7.165803e-03
Income_$50,000-$74,999 -7.165803e-03
Income_$75,000 or more -7.165803e-03
Sex_Female -1.218763e-01
Sex_Male 0.000000e+00
Age_18-29 -1.218763e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 1.659611e-16 5.673010e-17
CholCheck 3.967561e-16 2.023016e-16
Smoker 2.971000e-16 2.775101e-17
Stroke -5.048995e-15 -6.147535e-15
HeartDiseaseorAttack 1.332202e-15 1.585524e-15
PhysActivity -1.799826e-16 -2.917730e-16
Fruits 2.027443e-16 5.937567e-17
Veggies -1.021757e-16 -1.452280e-16
HvyAlcoholConsump 2.939193e-16 -1.598174e-16
AnyHealthcare 2.294231e-16 4.772926e-16
NoDocbcCost 1.692369e-16 4.060892e-16
DiffWalk 8.381530e-16 -1.377160e-16
BMI_Underweight -2.488825e-01 -2.299773e-01
BMI_Healthy weight 1.236376e-01 -1.766805e-01
BMI_Overweight 9.038031e-02 -3.142310e-01
BMI_Class 1 Obesity 3.732818e-02 8.221682e-01
BMI_Class 2 Obesity 2.570466e-01 -7.455102e-02
BMI_Class 3 Obesity 3.222334e-01 2.140647e-01
GenHlth_Excellent 3.488632e-01 -5.363754e-02
GenHlth_Very good 3.488632e-01 -5.363754e-02
GenHlth_Good 3.488632e-01 -5.363754e-02
GenHlth_Fair 3.488632e-01 -5.363754e-02
GenHlth_Poor 3.488632e-01 -5.363754e-02
MentHlth_0 -1.070504e-01 7.864843e-03
MentHlth_1-5 -1.070504e-01 7.864843e-03
MentHlth_6-10 -1.070504e-01 7.864843e-03
MentHlth_11-15 -1.070504e-01 7.864843e-03
MentHlth_16-20 -1.070504e-01 7.864843e-03
MentHlth_21-25 -1.070504e-01 7.864843e-03
MentHlth_26-30 -1.070504e-01 7.864843e-03
PhysHlth_0 3.176261e-02 3.796394e-02
PhysHlth_1-5 3.176261e-02 3.796394e-02
PhysHlth_6-10 3.176261e-02 3.796394e-02
PhysHlth_11-15 3.176261e-02 3.796394e-02
PhysHlth_16-20 3.176261e-02 3.796394e-02
PhysHlth_21-25 3.176261e-02 3.796394e-02
PhysHlth_26-30 3.176261e-02 3.796394e-02
Education_Never attended school or only kinderg... 4.648608e-03 4.451124e-03
Education_Elementary 2.741463e-02 -1.069324e-01
Education_Some high school 2.741463e-02 -1.069324e-01
Education_High school graduate 2.741463e-02 -1.069324e-01
Education_Some college or technical school 2.741463e-02 -1.069324e-01
Education_College graduate 2.741463e-02 -1.069324e-01
Income_Less than $10,000 6.784250e-02 2.631577e-02
Income_$10,000-$14,999 6.784250e-02 2.631577e-02
Income_$15,000-$19,999 6.784250e-02 2.631577e-02
Income_$20,000-$24,999 6.784250e-02 2.631577e-02
Income_$25,000-$34,999 6.784250e-02 2.631577e-02
Income_$35,000-$49,999 6.784250e-02 2.631577e-02
Income_$50,000-$74,999 6.784250e-02 2.631577e-02
Income_$75,000 or more 6.784250e-02 2.631577e-02
Sex_Female 5.870845e-02 3.295387e-02
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 5.870845e-02 3.295387e-02
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_2:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.098514 0.488184 0.799907 -0.110986 -0.758632 -0.269842 -0.597904
1 -1.048176 -0.177703 -0.654485 0.314032 0.843025 -0.164731 0.778465
2 0.155894 -0.815433 0.892376 0.141612 -0.646602 0.438277 0.330750
3 0.298246 -0.882103 -0.140217 0.246415 -0.722767 0.720609 0.793214
4 0.277301 -0.547035 0.806740 0.104536 -0.298081 0.350875 0.240082
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.218295 -0.533257 0.294863 ... 0.0 0.0 3.090101e-17 -5.551115e-17
1 -0.703178 -0.223980 -0.007533 ... 0.0 0.0 3.090101e-17 -5.551115e-17
2 0.993272 -0.018510 0.099853 ... 0.0 0.0 3.090101e-17 -1.110223e-16
3 0.046286 -0.316275 -0.602593 ... 0.0 0.0 3.090101e-17 -3.885781e-16
4 0.739889 -0.221558 -0.637821 ... 0.0 0.0 3.090101e-17 0.000000e+00
PC53 PC54 PC55 PC56 PC57 \
0 1.554312e-15 7.216450e-16 -2.220446e-16 -4.024558e-16 -2.220446e-16
1 6.661338e-16 -8.326673e-17 -5.551115e-17 1.526557e-16 1.110223e-16
2 2.220446e-16 1.387779e-16 0.000000e+00 2.081668e-16 4.440892e-16
3 -6.661338e-16 3.885781e-16 2.220446e-16 -7.910339e-16 8.881784e-16
4 -6.661338e-16 -2.775558e-17 1.665335e-16 4.163336e-17 -2.220446e-16
PC58
0 1.110223e-16
1 -1.110223e-16
2 7.216450e-16
3 0.000000e+00
4 4.440892e-16
[5 rows x 58 columns]
For Subset_2, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_3:
[1.10145531e-01 8.93021221e-02 7.66366571e-02 7.46655835e-02
6.87260322e-02 5.98746525e-02 5.36368275e-02 4.94190855e-02
4.06223855e-02 3.67326999e-02 3.09833746e-02 2.92460533e-02
2.62901304e-02 2.26898571e-02 2.19054243e-02 1.99980519e-02
1.90978740e-02 1.84469657e-02 1.66834855e-02 1.44511479e-02
1.35395000e-02 1.30624330e-02 1.22669352e-02 1.17282129e-02
1.12524399e-02 1.03855396e-02 9.42991079e-03 8.31334999e-03
7.87156500e-03 5.45235314e-03 4.14208814e-03 3.27820937e-03
2.07182651e-03 1.84212210e-03 1.54934825e-03 1.12455783e-03
9.48737437e-04 7.72838021e-04 6.07350236e-04 5.95024292e-04
2.11716721e-04 1.83377890e-17 1.27099724e-17 9.70225483e-18
8.80756664e-18 4.37882866e-18 2.10598089e-18 1.48398073e-18
2.59571227e-34 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_3:
[0.11014553 0.19944765 0.27608431 0.35074989 0.41947593 0.47935058
0.53298741 0.58240649 0.62302888 0.65976158 0.69074495 0.719991
0.74628114 0.76897099 0.79087642 0.81087447 0.82997234 0.84841931
0.86510279 0.87955394 0.89309344 0.90615587 0.91842281 0.93015102
0.94140346 0.951789 0.96121891 0.96953226 0.97740383 0.98285618
0.98699827 0.99027648 0.99234831 0.99419043 0.99573978 0.99686433
0.99781307 0.99858591 0.99919326 0.99978828 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_3:
PC1 \
HighBP -3.585307e-02
HighChol -1.564673e-02
CholCheck 1.969713e-02
Smoker -1.483880e-01
Stroke -1.691615e-03
HeartDiseaseorAttack -3.230710e-03
PhysActivity 2.513658e-02
Fruits 1.105960e-01
Veggies 5.169160e-02
HvyAlcoholConsump -2.312341e-02
AnyHealthcare 4.913531e-02
NoDocbcCost -9.182107e-02
DiffWalk -1.159013e-02
BMI_Underweight 8.470329e-22
BMI_Healthy weight 9.402598e-17
BMI_Overweight -1.058791e-22
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -2.067952e-25
GenHlth_Excellent 4.352671e-01
GenHlth_Very good -2.470163e-01
GenHlth_Good -1.460086e-01
GenHlth_Fair -3.581756e-02
GenHlth_Poor -6.424547e-03
MentHlth_0 4.817632e-01
MentHlth_1-5 -3.147581e-01
MentHlth_6-10 -5.875522e-02
MentHlth_11-15 -3.896386e-02
MentHlth_16-20 -1.851948e-02
MentHlth_21-25 -7.759507e-03
MentHlth_26-30 -4.300702e-02
PhysHlth_0 3.955887e-01
PhysHlth_1-5 -3.298180e-01
PhysHlth_6-10 -3.410911e-02
PhysHlth_11-15 -9.082513e-03
PhysHlth_16-20 -3.605614e-03
PhysHlth_21-25 -2.861136e-04
PhysHlth_26-30 -1.868742e-02
Education_Never attended school or only kinderg... -5.530595e-04
Education_Elementary 3.410484e-04
Education_Some high school -5.369803e-03
Education_High school graduate -6.416674e-02
Education_Some college or technical school -1.347402e-01
Education_College graduate 2.044888e-01
Income_Less than $10,000 -2.178701e-02
Income_$10,000-$14,999 -1.048276e-02
Income_$15,000-$19,999 -1.491361e-02
Income_$20,000-$24,999 -1.568990e-02
Income_$25,000-$34,999 -3.091485e-02
Income_$35,000-$49,999 1.469694e-03
Income_$50,000-$74,999 3.560471e-02
Income_$75,000 or more 5.671374e-02
Sex_Female -0.000000e+00
Sex_Male 9.402634e-17
Age_18-29 9.402634e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 1.346410e-03
HighChol 2.578651e-02
CholCheck 1.678068e-02
Smoker -2.326260e-01
Stroke -1.775930e-03
HeartDiseaseorAttack -5.894020e-03
PhysActivity 9.216908e-02
Fruits 1.112886e-01
Veggies 1.430895e-01
HvyAlcoholConsump -2.728263e-02
AnyHealthcare 1.450656e-01
NoDocbcCost -7.235076e-02
DiffWalk -1.568612e-02
BMI_Underweight -3.469447e-18
BMI_Healthy weight 4.513511e-17
BMI_Overweight 4.336809e-19
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 2.710505e-20
BMI_Class 3 Obesity -6.776264e-21
GenHlth_Excellent -9.115135e-02
GenHlth_Very good 3.052256e-01
GenHlth_Good -1.725770e-01
GenHlth_Fair -3.328570e-02
GenHlth_Poor -8.211572e-03
MentHlth_0 -1.124200e-01
MentHlth_1-5 1.531564e-01
MentHlth_6-10 3.402139e-03
MentHlth_11-15 -3.719215e-03
MentHlth_16-20 -4.940712e-03
MentHlth_21-25 -4.395654e-03
MentHlth_26-30 -3.108289e-02
PhysHlth_0 -1.049312e-01
PhysHlth_1-5 1.334523e-01
PhysHlth_6-10 -1.441601e-02
PhysHlth_11-15 1.689605e-03
PhysHlth_16-20 -3.661348e-03
PhysHlth_21-25 2.256083e-03
PhysHlth_26-30 -1.438941e-02
Education_Never attended school or only kinderg... 1.107577e-05
Education_Elementary -2.258728e-03
Education_Some high school -2.363542e-02
Education_High school graduate -3.471884e-01
Education_Some college or technical school -2.369297e-01
Education_College graduate 6.100011e-01
Income_Less than $10,000 -3.655465e-02
Income_$10,000-$14,999 -2.905792e-02
Income_$15,000-$19,999 -6.506398e-02
Income_$20,000-$24,999 -7.947488e-02
Income_$25,000-$34,999 -7.078391e-02
Income_$35,000-$49,999 -5.375010e-02
Income_$50,000-$74,999 6.903523e-03
Income_$75,000 or more 3.277819e-01
Sex_Female -0.000000e+00
Sex_Male 4.500042e-17
Age_18-29 4.500042e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP 7.619392e-03
HighChol 1.440381e-02
CholCheck 5.169626e-03
Smoker 4.890451e-02
Stroke 3.618004e-05
HeartDiseaseorAttack -2.138128e-03
PhysActivity -6.787672e-02
Fruits -1.141356e-01
Veggies -1.057943e-01
HvyAlcoholConsump -1.996385e-02
AnyHealthcare -3.320451e-02
NoDocbcCost -1.997868e-02
DiffWalk -2.477167e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight 6.621281e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity 4.336809e-19
GenHlth_Excellent -4.855923e-01
GenHlth_Very good 5.992020e-01
GenHlth_Good -9.926581e-02
GenHlth_Fair -1.492682e-02
GenHlth_Poor 5.829867e-04
MentHlth_0 3.323859e-01
MentHlth_1-5 -3.015633e-01
MentHlth_6-10 -1.290528e-02
MentHlth_11-15 8.644300e-04
MentHlth_16-20 -3.483709e-03
MentHlth_21-25 -3.372562e-03
MentHlth_26-30 -1.192557e-02
PhysHlth_0 1.577448e-01
PhysHlth_1-5 -1.411942e-01
PhysHlth_6-10 -8.267038e-03
PhysHlth_11-15 5.261120e-04
PhysHlth_16-20 -4.400953e-03
PhysHlth_21-25 -2.416553e-03
PhysHlth_26-30 -1.992173e-03
Education_Never attended school or only kinderg... 3.659494e-04
Education_Elementary 1.664181e-03
Education_Some high school 5.247094e-03
Education_High school graduate 2.171175e-01
Education_Some college or technical school -2.136083e-01
Education_College graduate -1.078635e-02
Income_Less than $10,000 -8.051636e-03
Income_$10,000-$14,999 -1.449167e-04
Income_$15,000-$19,999 -3.192032e-03
Income_$20,000-$24,999 1.609526e-02
Income_$25,000-$34,999 5.383722e-02
Income_$35,000-$49,999 2.152370e-02
Income_$50,000-$74,999 4.706214e-02
Income_$75,000 or more -1.271297e-01
Sex_Female 0.000000e+00
Sex_Male 4.125165e-17
Age_18-29 4.125165e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -2.250316e-02
HighChol -3.246765e-02
CholCheck -7.417479e-03
Smoker 4.937370e-03
Stroke -2.768045e-03
HeartDiseaseorAttack -8.285061e-04
PhysActivity 7.250561e-02
Fruits 2.585221e-01
Veggies 1.360589e-01
HvyAlcoholConsump 4.033590e-03
AnyHealthcare 1.294978e-02
NoDocbcCost -4.195670e-02
DiffWalk -9.335387e-03
BMI_Underweight -2.775558e-17
BMI_Healthy weight 7.964399e-17
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 3.469447e-18
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -5.610978e-02
GenHlth_Very good 3.101735e-01
GenHlth_Good -2.116129e-01
GenHlth_Fair -3.261997e-02
GenHlth_Poor -9.830922e-03
MentHlth_0 -1.438467e-01
MentHlth_1-5 1.965533e-01
MentHlth_6-10 -5.394411e-03
MentHlth_11-15 -4.402152e-04
MentHlth_16-20 -1.059365e-02
MentHlth_21-25 -4.655983e-03
MentHlth_26-30 -3.162232e-02
PhysHlth_0 3.899997e-01
PhysHlth_1-5 -3.173380e-01
PhysHlth_6-10 -4.032792e-02
PhysHlth_11-15 -6.454944e-03
PhysHlth_16-20 -9.703751e-04
PhysHlth_21-25 -4.454019e-04
PhysHlth_26-30 -2.446306e-02
Education_Never attended school or only kinderg... 3.136678e-04
Education_Elementary -1.543161e-04
Education_Some high school -1.259151e-02
Education_High school graduate -2.738032e-01
Education_Some college or technical school 5.408036e-01
Education_College graduate -2.545682e-01
Income_Less than $10,000 6.768810e-04
Income_$10,000-$14,999 -1.423508e-02
Income_$15,000-$19,999 1.087771e-02
Income_$20,000-$24,999 -1.975425e-02
Income_$25,000-$34,999 1.605212e-02
Income_$35,000-$49,999 -1.230142e-02
Income_$50,000-$74,999 -6.537840e-02
Income_$75,000 or more 8.406244e-02
Sex_Female 0.000000e+00
Sex_Male 7.373858e-17
Age_18-29 7.373858e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -5.505044e-03
HighChol -1.065146e-03
CholCheck -2.048232e-02
Smoker 6.996586e-02
Stroke 4.158264e-04
HeartDiseaseorAttack -3.995942e-03
PhysActivity -4.534795e-02
Fruits -2.609997e-01
Veggies -1.234917e-01
HvyAlcoholConsump 8.105753e-03
AnyHealthcare -1.170411e-03
NoDocbcCost 2.300991e-02
DiffWalk -1.270107e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 1.371850e-16
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -3.469447e-18
GenHlth_Excellent 1.075705e-03
GenHlth_Very good -6.687873e-02
GenHlth_Good 6.812204e-02
GenHlth_Fair -4.151034e-03
GenHlth_Poor 1.832021e-03
MentHlth_0 -4.230650e-01
MentHlth_1-5 3.955988e-01
MentHlth_6-10 5.799054e-03
MentHlth_11-15 5.498325e-03
MentHlth_16-20 -1.950645e-04
MentHlth_21-25 1.654368e-03
MentHlth_26-30 1.470952e-02
PhysHlth_0 4.255687e-01
PhysHlth_1-5 -4.023865e-01
PhysHlth_6-10 -1.140689e-02
PhysHlth_11-15 -7.056123e-03
PhysHlth_16-20 -2.966811e-03
PhysHlth_21-25 -2.003051e-03
PhysHlth_26-30 2.506704e-04
Education_Never attended school or only kinderg... 2.644438e-04
Education_Elementary 7.578164e-04
Education_Some high school 4.582182e-03
Education_High school graduate 2.002749e-01
Education_Some college or technical school -3.689324e-01
Education_College graduate 1.630530e-01
Income_Less than $10,000 -3.428974e-03
Income_$10,000-$14,999 -7.632970e-03
Income_$15,000-$19,999 -5.894044e-03
Income_$20,000-$24,999 -9.773893e-03
Income_$25,000-$34,999 -2.367765e-02
Income_$35,000-$49,999 4.057112e-02
Income_$50,000-$74,999 9.166770e-02
Income_$75,000 or more -8.183129e-02
Sex_Female -0.000000e+00
Sex_Male 1.523858e-16
Age_18-29 1.523858e-16
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 2.177063e-03
HighChol -1.147039e-02
CholCheck -7.691699e-04
Smoker 2.570948e-01
Stroke -2.970154e-03
HeartDiseaseorAttack -1.887353e-03
PhysActivity 5.256517e-02
Fruits 7.130691e-01
Veggies 3.992075e-01
HvyAlcoholConsump 1.811281e-02
AnyHealthcare -3.595664e-02
NoDocbcCost 2.951852e-02
DiffWalk 4.587177e-03
BMI_Underweight -5.551115e-17
BMI_Healthy weight 7.041945e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -1.759772e-02
GenHlth_Very good -1.991075e-03
GenHlth_Good 8.899116e-03
GenHlth_Fair 1.198874e-02
GenHlth_Poor -1.299058e-03
MentHlth_0 -7.102638e-02
MentHlth_1-5 4.422490e-02
MentHlth_6-10 1.862058e-02
MentHlth_11-15 -8.120248e-03
MentHlth_16-20 3.443224e-03
MentHlth_21-25 -2.105736e-03
MentHlth_26-30 1.496365e-02
PhysHlth_0 -1.208932e-02
PhysHlth_1-5 -2.606557e-03
PhysHlth_6-10 1.406688e-02
PhysHlth_11-15 -5.356810e-04
PhysHlth_16-20 -2.059183e-04
PhysHlth_21-25 -3.733486e-04
PhysHlth_26-30 1.743945e-03
Education_Never attended school or only kinderg... 4.293186e-04
Education_Elementary 2.403366e-04
Education_Some high school 4.199030e-03
Education_High school graduate 3.676730e-01
Education_Some college or technical school -3.200575e-01
Education_College graduate -5.248415e-02
Income_Less than $10,000 -2.697300e-02
Income_$10,000-$14,999 4.169075e-03
Income_$15,000-$19,999 1.431325e-05
Income_$20,000-$24,999 2.286366e-02
Income_$25,000-$34,999 4.380102e-02
Income_$35,000-$49,999 3.300107e-02
Income_$50,000-$74,999 -8.573180e-02
Income_$75,000 or more 8.855670e-03
Sex_Female -0.000000e+00
Sex_Male -1.332251e-17
Age_18-29 -1.332251e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP 6.967853e-03
HighChol 3.227996e-03
CholCheck 6.838490e-03
Smoker 1.610894e-01
Stroke -2.468007e-04
HeartDiseaseorAttack 1.579072e-03
PhysActivity 6.584757e-03
Fruits -1.940020e-01
Veggies -7.025741e-02
HvyAlcoholConsump 3.884696e-02
AnyHealthcare 1.601129e-02
NoDocbcCost -5.512152e-02
DiffWalk 2.529272e-03
BMI_Underweight 2.775558e-17
BMI_Healthy weight -1.325461e-16
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 1.665335e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -3.620872e-02
GenHlth_Very good -3.525756e-02
GenHlth_Good 6.272887e-02
GenHlth_Fair 9.746513e-03
GenHlth_Poor -1.009107e-03
MentHlth_0 2.388896e-02
MentHlth_1-5 -7.469687e-02
MentHlth_6-10 2.914253e-02
MentHlth_11-15 1.094703e-02
MentHlth_16-20 1.405924e-03
MentHlth_21-25 2.361348e-03
MentHlth_26-30 6.951070e-03
PhysHlth_0 5.343339e-02
PhysHlth_1-5 -5.027684e-02
PhysHlth_6-10 -3.141679e-03
PhysHlth_11-15 -6.037875e-03
PhysHlth_16-20 2.419891e-03
PhysHlth_21-25 1.252821e-04
PhysHlth_26-30 3.477829e-03
Education_Never attended school or only kinderg... 9.586873e-04
Education_Elementary -8.304401e-04
Education_Some high school 8.234155e-03
Education_High school graduate 2.064649e-01
Education_Some college or technical school -4.035893e-02
Education_College graduate -1.744683e-01
Income_Less than $10,000 -2.201981e-02
Income_$10,000-$14,999 -6.198067e-03
Income_$15,000-$19,999 -3.593411e-02
Income_$20,000-$24,999 -3.553572e-02
Income_$25,000-$34,999 -7.962049e-02
Income_$35,000-$49,999 -1.976829e-01
Income_$50,000-$74,999 -4.085749e-01
Income_$75,000 or more 7.855660e-01
Sex_Female 0.000000e+00
Sex_Male -1.526564e-17
Age_18-29 -1.526564e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP 7.638037e-02
HighChol 6.583053e-02
CholCheck -4.791163e-03
Smoker 3.589869e-01
Stroke 2.226167e-04
HeartDiseaseorAttack 3.871350e-03
PhysActivity -3.645156e-02
Fruits 9.269779e-02
Veggies 6.021913e-02
HvyAlcoholConsump 4.125198e-02
AnyHealthcare 7.900166e-03
NoDocbcCost 8.886448e-02
DiffWalk 7.592926e-03
BMI_Underweight -6.938894e-18
BMI_Healthy weight 1.484232e-16
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity -1.040834e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -3.469447e-18
GenHlth_Excellent -3.715912e-01
GenHlth_Very good -2.191099e-01
GenHlth_Good 5.663133e-01
GenHlth_Fair 2.074024e-02
GenHlth_Poor 3.647596e-03
MentHlth_0 5.552434e-02
MentHlth_1-5 -1.824910e-01
MentHlth_6-10 4.185593e-02
MentHlth_11-15 3.192739e-02
MentHlth_16-20 5.215868e-03
MentHlth_21-25 8.352235e-03
MentHlth_26-30 3.961526e-02
PhysHlth_0 1.066540e-01
PhysHlth_1-5 -1.814801e-01
PhysHlth_6-10 4.223435e-02
PhysHlth_11-15 5.834076e-03
PhysHlth_16-20 5.289266e-03
PhysHlth_21-25 -1.005388e-03
PhysHlth_26-30 2.247378e-02
Education_Never attended school or only kinderg... 1.763057e-04
Education_Elementary 3.456722e-03
Education_Some high school 3.979219e-02
Education_High school graduate -3.995734e-01
Education_Some college or technical school 8.966563e-02
Education_College graduate 2.664826e-01
Income_Less than $10,000 -1.290503e-02
Income_$10,000-$14,999 7.465444e-03
Income_$15,000-$19,999 9.588467e-03
Income_$20,000-$24,999 -1.920238e-03
Income_$25,000-$34,999 2.167049e-02
Income_$35,000-$49,999 1.618962e-02
Income_$50,000-$74,999 -3.962699e-02
Income_$75,000 or more -4.617617e-04
Sex_Female -0.000000e+00
Sex_Male 9.953565e-17
Age_18-29 9.953565e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 3.978479e-02
HighChol -2.971540e-02
CholCheck -3.114207e-02
Smoker 7.422605e-01
Stroke 3.594618e-03
HeartDiseaseorAttack 4.488635e-03
PhysActivity -1.077629e-02
Fruits -1.991607e-01
Veggies 2.803700e-03
HvyAlcoholConsump 1.042368e-01
AnyHealthcare -5.513898e-02
NoDocbcCost 2.167030e-02
DiffWalk 1.787244e-02
BMI_Underweight -8.326673e-17
BMI_Healthy weight -5.686960e-18
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 2.717448e-01
GenHlth_Very good 1.126674e-01
GenHlth_Good -4.176644e-01
GenHlth_Fair 2.727161e-02
GenHlth_Poor 5.980553e-03
MentHlth_0 -1.586161e-03
MentHlth_1-5 -2.883395e-02
MentHlth_6-10 -1.610734e-02
MentHlth_11-15 1.740806e-02
MentHlth_16-20 7.930324e-03
MentHlth_21-25 -7.291563e-03
MentHlth_26-30 2.848063e-02
PhysHlth_0 -7.075341e-02
PhysHlth_1-5 6.913518e-02
PhysHlth_6-10 -3.085504e-03
PhysHlth_11-15 -1.505503e-03
PhysHlth_16-20 1.782594e-03
PhysHlth_21-25 8.563828e-04
PhysHlth_26-30 3.570263e-03
Education_Never attended school or only kinderg... 6.981598e-04
Education_Elementary -3.089457e-03
Education_Some high school 2.318738e-02
Education_High school graduate -1.676790e-01
Education_Some college or technical school -1.485624e-02
Education_College graduate 1.617392e-01
Income_Less than $10,000 -1.436283e-02
Income_$10,000-$14,999 -1.508705e-02
Income_$15,000-$19,999 1.538621e-02
Income_$20,000-$24,999 -2.191671e-02
Income_$25,000-$34,999 8.602699e-02
Income_$35,000-$49,999 1.689188e-01
Income_$50,000-$74,999 -1.328775e-01
Income_$75,000 or more -8.608790e-02
Sex_Female 0.000000e+00
Sex_Male 4.707818e-18
Age_18-29 4.707818e-18
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... \
HighBP 6.758600e-03 ...
HighChol -4.044934e-03 ...
CholCheck 3.229124e-02 ...
Smoker 2.640092e-01 ...
Stroke -2.540115e-03 ...
HeartDiseaseorAttack 2.177934e-03 ...
PhysActivity 3.946303e-02 ...
Fruits -9.842743e-02 ...
Veggies 2.062361e-01 ...
HvyAlcoholConsump 5.777807e-02 ...
AnyHealthcare 1.381852e-01 ...
NoDocbcCost -9.744338e-02 ...
DiffWalk 3.973570e-03 ...
BMI_Underweight 1.700029e-16 ...
BMI_Healthy weight -1.504955e-16 ...
BMI_Overweight -1.665335e-16 ...
BMI_Class 1 Obesity -2.775558e-17 ...
BMI_Class 2 Obesity 2.081668e-16 ...
BMI_Class 3 Obesity -1.110223e-16 ...
GenHlth_Excellent 2.312313e-02 ...
GenHlth_Very good 6.244720e-03 ...
GenHlth_Good -6.003393e-03 ...
GenHlth_Fair -1.757479e-02 ...
GenHlth_Poor -5.789673e-03 ...
MentHlth_0 3.305951e-02 ...
MentHlth_1-5 2.899747e-03 ...
MentHlth_6-10 -1.573930e-02 ...
MentHlth_11-15 -1.153817e-02 ...
MentHlth_16-20 5.569668e-03 ...
MentHlth_21-25 4.231485e-03 ...
MentHlth_26-30 -1.848294e-02 ...
PhysHlth_0 -1.807946e-02 ...
PhysHlth_1-5 1.562336e-02 ...
PhysHlth_6-10 9.052912e-03 ...
PhysHlth_11-15 -3.719146e-03 ...
PhysHlth_16-20 -3.119482e-03 ...
PhysHlth_21-25 9.637443e-04 ...
PhysHlth_26-30 -7.219273e-04 ...
Education_Never attended school or only kinderg... 8.318293e-05 ...
Education_Elementary -2.034295e-03 ...
Education_Some high school -1.730415e-02 ...
Education_High school graduate 4.817834e-02 ...
Education_Some college or technical school 4.423003e-02 ...
Education_College graduate -7.315311e-02 ...
Income_Less than $10,000 -2.971964e-02 ...
Income_$10,000-$14,999 -3.625944e-03 ...
Income_$15,000-$19,999 -5.002621e-02 ...
Income_$20,000-$24,999 -6.615032e-02 ...
Income_$25,000-$34,999 -4.470156e-02 ...
Income_$35,000-$49,999 -5.879285e-01 ...
Income_$50,000-$74,999 6.815162e-01 ...
Income_$75,000 or more 1.006359e-01 ...
Sex_Female -0.000000e+00 ...
Sex_Male -3.326324e-17 ...
Age_18-29 -3.326324e-17 ...
Age_30-49 -0.000000e+00 ...
Age_50-64 -0.000000e+00 ...
Age_65+ -0.000000e+00 ...
PC49 PC50 PC51 \
HighBP -0.000000e+00 0.0 0.0
HighChol 8.015429e-29 0.0 0.0
CholCheck -1.042992e-28 0.0 0.0
Smoker 1.664362e-29 0.0 0.0
Stroke 1.474420e-27 0.0 0.0
HeartDiseaseorAttack -6.423485e-28 0.0 0.0
PhysActivity -8.373943e-30 0.0 0.0
Fruits -1.934218e-29 0.0 0.0
Veggies 8.955300e-29 0.0 0.0
HvyAlcoholConsump -5.071919e-29 0.0 0.0
AnyHealthcare 7.927567e-29 0.0 0.0
NoDocbcCost 2.664366e-29 0.0 0.0
DiffWalk 1.493901e-28 0.0 0.0
BMI_Underweight 2.882164e-14 0.0 0.0
BMI_Healthy weight -1.261078e-13 0.0 0.0
BMI_Overweight 3.040776e-14 0.0 0.0
BMI_Class 1 Obesity 9.670633e-14 0.0 0.0
BMI_Class 2 Obesity -2.452503e-13 0.0 0.0
BMI_Class 3 Obesity 8.063948e-14 0.0 0.0
GenHlth_Excellent 3.675114e-14 0.0 0.0
GenHlth_Very good 3.675114e-14 0.0 0.0
GenHlth_Good 3.675114e-14 0.0 0.0
GenHlth_Fair 3.675114e-14 0.0 0.0
GenHlth_Poor 3.675114e-14 0.0 0.0
MentHlth_0 -5.124673e-14 0.0 0.0
MentHlth_1-5 -5.124673e-14 0.0 0.0
MentHlth_6-10 -5.124673e-14 0.0 0.0
MentHlth_11-15 -5.124673e-14 0.0 0.0
MentHlth_16-20 -5.124673e-14 0.0 0.0
MentHlth_21-25 -5.124673e-14 0.0 0.0
MentHlth_26-30 -5.124673e-14 0.0 0.0
PhysHlth_0 2.752645e-14 0.0 0.0
PhysHlth_1-5 2.752645e-14 0.0 0.0
PhysHlth_6-10 2.752645e-14 0.0 0.0
PhysHlth_11-15 2.752645e-14 0.0 0.0
PhysHlth_16-20 2.752645e-14 0.0 0.0
PhysHlth_21-25 2.752645e-14 0.0 0.0
PhysHlth_26-30 2.752645e-14 0.0 0.0
Education_Never attended school or only kinderg... -2.467745e-14 0.0 0.0
Education_Elementary -2.467745e-14 0.0 0.0
Education_Some high school -2.467745e-14 0.0 0.0
Education_High school graduate -2.467745e-14 0.0 0.0
Education_Some college or technical school -2.467745e-14 0.0 0.0
Education_College graduate -2.467745e-14 0.0 0.0
Income_Less than $10,000 -1.267269e-13 0.0 0.0
Income_$10,000-$14,999 -1.267269e-13 0.0 0.0
Income_$15,000-$19,999 -1.267269e-13 0.0 0.0
Income_$20,000-$24,999 -1.267269e-13 0.0 0.0
Income_$25,000-$34,999 -1.267269e-13 0.0 0.0
Income_$35,000-$49,999 -1.267269e-13 0.0 0.0
Income_$50,000-$74,999 -1.267269e-13 0.0 0.0
Income_$75,000 or more -1.267269e-13 0.0 0.0
Sex_Female 8.166165e-13 0.0 0.0
Sex_Male -7.071068e-01 0.0 0.0
Age_18-29 7.071068e-01 0.0 0.0
Age_30-49 -0.000000e+00 0.0 0.0
Age_50-64 -0.000000e+00 0.0 1.0
Age_65+ -0.000000e+00 1.0 0.0
PC52 PC53 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 -5.197994e-33
CholCheck 0.0 1.755964e-32
Smoker 0.0 2.443925e-33
Stroke 0.0 -3.962915e-32
HeartDiseaseorAttack 0.0 -9.998373e-32
PhysActivity 0.0 -3.097028e-32
Fruits 0.0 9.960171e-34
Veggies 0.0 3.605455e-34
HvyAlcoholConsump 0.0 1.433166e-32
AnyHealthcare 0.0 -1.812199e-33
NoDocbcCost 0.0 -1.340878e-32
DiffWalk 0.0 4.183265e-32
BMI_Underweight 0.0 -1.028528e-17
BMI_Healthy weight 0.0 -3.338898e-17
BMI_Overweight 0.0 4.601724e-17
BMI_Class 1 Obesity 0.0 7.608501e-18
BMI_Class 2 Obesity 0.0 -3.892252e-17
BMI_Class 3 Obesity 0.0 1.350884e-17
GenHlth_Excellent 0.0 3.667259e-18
GenHlth_Very good 0.0 3.667259e-18
GenHlth_Good 0.0 3.667259e-18
GenHlth_Fair 0.0 3.667259e-18
GenHlth_Poor 0.0 3.667259e-18
MentHlth_0 0.0 5.675164e-18
MentHlth_1-5 0.0 5.675164e-18
MentHlth_6-10 0.0 5.675164e-18
MentHlth_11-15 0.0 5.675164e-18
MentHlth_16-20 0.0 5.675164e-18
MentHlth_21-25 0.0 5.675164e-18
MentHlth_26-30 0.0 5.675164e-18
PhysHlth_0 0.0 3.337874e-18
PhysHlth_1-5 0.0 3.337874e-18
PhysHlth_6-10 0.0 3.337874e-18
PhysHlth_11-15 0.0 3.337874e-18
PhysHlth_16-20 0.0 3.337874e-18
PhysHlth_21-25 0.0 3.337874e-18
PhysHlth_26-30 0.0 3.337874e-18
Education_Never attended school or only kinderg... 0.0 -1.141065e-17
Education_Elementary 0.0 -1.141065e-17
Education_Some high school 0.0 -1.141065e-17
Education_High school graduate 0.0 -1.141065e-17
Education_Some college or technical school 0.0 -1.141065e-17
Education_College graduate 0.0 -1.141065e-17
Income_Less than $10,000 0.0 1.974675e-17
Income_$10,000-$14,999 0.0 1.974675e-17
Income_$15,000-$19,999 0.0 1.974675e-17
Income_$20,000-$24,999 0.0 1.974675e-17
Income_$25,000-$34,999 0.0 1.974675e-17
Income_$35,000-$49,999 0.0 1.974675e-17
Income_$50,000-$74,999 0.0 1.974675e-17
Income_$75,000 or more 0.0 1.974675e-17
Sex_Female 0.0 1.000000e+00
Sex_Male 0.0 5.773766e-13
Age_18-29 0.0 -5.773663e-13
Age_30-49 1.0 -0.000000e+00
Age_50-64 0.0 -0.000000e+00
Age_65+ 0.0 -0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol -1.101632e-17
CholCheck -6.201406e-17
Smoker 4.748978e-17
Stroke -1.870922e-17
HeartDiseaseorAttack 1.648770e-16
PhysActivity -1.502477e-16
Fruits 2.374264e-17
Veggies -7.732525e-18
HvyAlcoholConsump 1.214250e-16
AnyHealthcare 1.032046e-16
NoDocbcCost 8.341833e-18
DiffWalk 1.024059e-15
BMI_Underweight -1.536929e-01
BMI_Healthy weight -2.617456e-01
BMI_Overweight 4.156996e-01
BMI_Class 1 Obesity 9.091588e-02
BMI_Class 2 Obesity -3.815356e-01
BMI_Class 3 Obesity -4.147043e-02
GenHlth_Excellent 6.599289e-02
GenHlth_Very good 6.599289e-02
GenHlth_Good 6.599289e-02
GenHlth_Fair 6.599289e-02
GenHlth_Poor 6.599289e-02
MentHlth_0 4.750749e-02
MentHlth_1-5 4.750749e-02
MentHlth_6-10 4.750749e-02
MentHlth_11-15 4.750749e-02
MentHlth_16-20 4.750749e-02
MentHlth_21-25 4.750749e-02
MentHlth_26-30 4.750749e-02
PhysHlth_0 9.246613e-02
PhysHlth_1-5 9.246613e-02
PhysHlth_6-10 9.246613e-02
PhysHlth_11-15 9.246613e-02
PhysHlth_16-20 9.246613e-02
PhysHlth_21-25 9.246613e-02
PhysHlth_26-30 9.246613e-02
Education_Never attended school or only kinderg... -1.346981e-01
Education_Elementary -1.346981e-01
Education_Some high school -1.346981e-01
Education_High school graduate -1.346981e-01
Education_Some college or technical school -1.346981e-01
Education_College graduate -1.346981e-01
Income_Less than $10,000 -2.151944e-01
Income_$10,000-$14,999 -2.151944e-01
Income_$15,000-$19,999 -2.151944e-01
Income_$20,000-$24,999 -2.151944e-01
Income_$25,000-$34,999 -2.151944e-01
Income_$35,000-$49,999 -2.151944e-01
Income_$50,000-$74,999 -2.151944e-01
Income_$75,000 or more -2.151944e-01
Sex_Female -2.081668e-17
Sex_Male 3.709547e-02
Age_18-29 3.709547e-02
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 1.308188e-16
CholCheck -7.426326e-17
Smoker 1.779973e-17
Stroke -5.319858e-15
HeartDiseaseorAttack -1.715016e-15
PhysActivity 6.024546e-17
Fruits -3.763690e-17
Veggies -8.427301e-18
HvyAlcoholConsump 1.587625e-16
AnyHealthcare 3.082529e-17
NoDocbcCost -5.550023e-17
DiffWalk -4.615192e-16
BMI_Underweight -5.398786e-01
BMI_Healthy weight 1.088178e-01
BMI_Overweight 7.196722e-03
BMI_Class 1 Obesity 6.815617e-01
BMI_Class 2 Obesity 4.106651e-01
BMI_Class 3 Obesity 1.683131e-01
GenHlth_Excellent -5.483682e-02
GenHlth_Very good -5.483682e-02
GenHlth_Good -5.483682e-02
GenHlth_Fair -5.483682e-02
GenHlth_Poor -5.483682e-02
MentHlth_0 1.282359e-02
MentHlth_1-5 1.282359e-02
MentHlth_6-10 1.282359e-02
MentHlth_11-15 1.282359e-02
MentHlth_16-20 1.282359e-02
MentHlth_21-25 1.282359e-02
MentHlth_26-30 1.282359e-02
PhysHlth_0 -1.256171e-02
PhysHlth_1-5 -1.256171e-02
PhysHlth_6-10 -1.256171e-02
PhysHlth_11-15 -1.256171e-02
PhysHlth_16-20 -1.256171e-02
PhysHlth_21-25 -1.256171e-02
PhysHlth_26-30 -1.256171e-02
Education_Never attended school or only kinderg... -9.050570e-03
Education_Elementary -9.050570e-03
Education_Some high school -9.050570e-03
Education_High school graduate -9.050570e-03
Education_Some college or technical school -9.050570e-03
Education_College graduate -9.050570e-03
Income_Less than $10,000 -3.121020e-02
Income_$10,000-$14,999 -3.121020e-02
Income_$15,000-$19,999 -3.121020e-02
Income_$20,000-$24,999 -3.121020e-02
Income_$25,000-$34,999 -3.121020e-02
Income_$35,000-$49,999 -3.121020e-02
Income_$50,000-$74,999 -3.121020e-02
Income_$75,000 or more -3.121020e-02
Sex_Female 6.938894e-18
Sex_Male 6.914267e-02
Age_18-29 6.914267e-02
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol -1.500974e-16
CholCheck 7.627004e-17
Smoker 3.417144e-17
Stroke 5.659411e-15
HeartDiseaseorAttack 5.372820e-16
PhysActivity -1.490811e-18
Fruits -8.968450e-17
Veggies 2.071042e-17
HvyAlcoholConsump -7.305290e-17
AnyHealthcare 6.450389e-17
NoDocbcCost 1.531072e-17
DiffWalk -7.978940e-17
BMI_Underweight -4.707380e-02
BMI_Healthy weight 2.307851e-01
BMI_Overweight 5.833390e-01
BMI_Class 1 Obesity -1.480682e-01
BMI_Class 2 Obesity 1.567646e-01
BMI_Class 3 Obesity -2.370987e-01
GenHlth_Excellent -1.252811e-01
GenHlth_Very good -1.252811e-01
GenHlth_Good -1.252811e-01
GenHlth_Fair -1.252811e-01
GenHlth_Poor -1.252811e-01
MentHlth_0 -1.328145e-01
MentHlth_1-5 -1.328145e-01
MentHlth_6-10 -1.328145e-01
MentHlth_11-15 -1.328145e-01
MentHlth_16-20 -1.328145e-01
MentHlth_21-25 -1.328145e-01
MentHlth_26-30 -1.328145e-01
PhysHlth_0 -5.739194e-02
PhysHlth_1-5 -5.739194e-02
PhysHlth_6-10 -5.739194e-02
PhysHlth_11-15 -5.739194e-02
PhysHlth_16-20 -5.739194e-02
PhysHlth_21-25 -5.739194e-02
PhysHlth_26-30 -5.739194e-02
Education_Never attended school or only kinderg... 1.754072e-01
Education_Elementary 1.754072e-01
Education_Some high school 1.754072e-01
Education_High school graduate 1.754072e-01
Education_Some college or technical school 1.754072e-01
Education_College graduate 1.754072e-01
Income_Less than $10,000 -8.598584e-02
Income_$10,000-$14,999 -8.598584e-02
Income_$15,000-$19,999 -8.598584e-02
Income_$20,000-$24,999 -8.598584e-02
Income_$25,000-$34,999 -8.598584e-02
Income_$35,000-$49,999 -8.598584e-02
Income_$50,000-$74,999 -8.598584e-02
Income_$75,000 or more -8.598584e-02
Sex_Female 1.387779e-17
Sex_Male -1.279783e-01
Age_18-29 -1.279783e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 5.714717e-17 3.821286e-17
CholCheck -4.631940e-16 5.189023e-16
Smoker -1.244293e-16 -8.321926e-17
Stroke -3.205708e-15 8.556052e-15
HeartDiseaseorAttack -1.401431e-16 2.941229e-15
PhysActivity -2.527914e-16 2.797295e-16
Fruits -4.836484e-17 -9.446097e-17
Veggies -7.538080e-18 8.332297e-17
HvyAlcoholConsump 1.826788e-16 5.713160e-16
AnyHealthcare -1.845267e-16 -4.156446e-17
NoDocbcCost 2.638517e-16 3.992103e-16
DiffWalk 1.204317e-15 -1.162671e-15
BMI_Underweight 1.816580e-01 8.541064e-02
BMI_Healthy weight 2.647240e-01 6.627374e-01
BMI_Overweight -1.077219e-01 1.106136e-01
BMI_Class 1 Obesity 4.182108e-01 2.012529e-01
BMI_Class 2 Obesity -3.076587e-01 -2.892076e-01
BMI_Class 3 Obesity -3.303939e-02 -2.228907e-01
GenHlth_Excellent -1.772310e-02 1.713442e-01
GenHlth_Very good -1.772310e-02 1.713442e-01
GenHlth_Good -1.772310e-02 1.713442e-01
GenHlth_Fair -1.772310e-02 1.713442e-01
GenHlth_Poor -1.772310e-02 1.713442e-01
MentHlth_0 -9.561836e-02 5.781384e-02
MentHlth_1-5 -9.561836e-02 5.781384e-02
MentHlth_6-10 -9.561836e-02 5.781384e-02
MentHlth_11-15 -9.561836e-02 5.781384e-02
MentHlth_16-20 -9.561836e-02 5.781384e-02
MentHlth_21-25 -9.561836e-02 5.781384e-02
MentHlth_26-30 -9.561836e-02 5.781384e-02
PhysHlth_0 1.804634e-01 -1.374353e-01
PhysHlth_1-5 1.804634e-01 -1.374353e-01
PhysHlth_6-10 1.804634e-01 -1.374353e-01
PhysHlth_11-15 1.804634e-01 -1.374353e-01
PhysHlth_16-20 1.804634e-01 -1.374353e-01
PhysHlth_21-25 1.804634e-01 -1.374353e-01
PhysHlth_26-30 1.804634e-01 -1.374353e-01
Education_Never attended school or only kinderg... 7.231740e-03 -3.133921e-02
Education_Elementary 7.231740e-03 -3.133921e-02
Education_Some high school 7.231740e-03 -3.133921e-02
Education_High school graduate 7.231740e-03 -3.133921e-02
Education_Some college or technical school 7.231740e-03 -3.133921e-02
Education_College graduate 7.231740e-03 -3.133921e-02
Income_Less than $10,000 3.416853e-02 1.278994e-02
Income_$10,000-$14,999 3.416853e-02 1.278994e-02
Income_$15,000-$19,999 3.416853e-02 1.278994e-02
Income_$20,000-$24,999 3.416853e-02 1.278994e-02
Income_$25,000-$34,999 3.416853e-02 1.278994e-02
Income_$35,000-$49,999 3.416853e-02 1.278994e-02
Income_$50,000-$74,999 3.416853e-02 1.278994e-02
Income_$75,000 or more 3.416853e-02 1.278994e-02
Sex_Female 6.776264e-21 0.000000e+00
Sex_Male -3.946380e-01 1.700190e-01
Age_18-29 -3.946380e-01 1.700190e-01
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_3:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.995562 -0.857814 -0.169665 -0.729564 0.258600 -0.017154 0.091991
1 -0.232599 0.589085 -0.319978 -0.431829 -0.032185 0.318238 -0.426513
2 -0.610214 -0.124479 0.376713 0.840483 0.165086 -0.781734 0.971462
3 -0.503668 -0.110589 -0.846043 0.897338 0.236600 0.145899 0.524249
4 -1.480301 -0.144545 0.176342 -0.201699 -0.015125 1.103325 -0.090636
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 1.067437 0.299732 -0.101466 ... 2.610928e-17 0.0 0.0 0.0
1 0.379642 -0.105799 -0.229900 ... 2.610928e-17 0.0 0.0 0.0
2 0.208622 0.532489 0.164701 ... 2.610928e-17 0.0 0.0 0.0
3 0.555728 -0.894048 -0.123293 ... 2.610928e-17 0.0 0.0 0.0
4 -0.649540 0.429781 0.023829 ... 2.610928e-17 0.0 0.0 0.0
PC53 PC54 PC55 PC56 PC57 \
0 6.270828e-30 4.996004e-16 -2.775558e-17 5.551115e-17 -2.775558e-16
1 6.270828e-30 -1.443290e-15 1.387779e-15 1.665335e-16 -2.275957e-15
2 6.270828e-30 1.110223e-16 3.053113e-16 1.665335e-16 -1.110223e-16
3 6.270828e-30 -2.220446e-16 -1.665335e-16 5.551115e-17 1.665335e-16
4 6.270828e-30 -2.775558e-16 -1.110223e-16 -1.110223e-16 5.551115e-17
PC58
0 -4.440892e-16
1 -1.332268e-15
2 0.000000e+00
3 2.220446e-16
4 4.440892e-16
[5 rows x 58 columns]
For Subset_3, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_4:
[1.09833011e-01 1.02171695e-01 8.33234759e-02 7.08196693e-02
6.45300398e-02 5.46465161e-02 5.03754936e-02 4.32022143e-02
3.75483010e-02 3.50750104e-02 3.01996795e-02 2.78897539e-02
2.68931292e-02 2.51856415e-02 2.27014996e-02 2.18407159e-02
1.87580958e-02 1.76342074e-02 1.71301023e-02 1.65581320e-02
1.46639035e-02 1.43905707e-02 1.29937284e-02 1.11523551e-02
1.02886929e-02 9.92534533e-03 9.24104346e-03 7.66932479e-03
6.09961778e-03 5.13572523e-03 4.92864945e-03 4.65834006e-03
3.40840386e-03 1.83878435e-03 1.67323319e-03 1.60024536e-03
1.36410639e-03 1.09862902e-03 9.27945305e-04 6.24972377e-04
1.74451075e-17 7.64664217e-18 6.41986730e-18 3.58670032e-18
4.85054160e-19 1.34107187e-19 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_4:
[0.10983301 0.21200471 0.29532818 0.36614785 0.43067789 0.48532441
0.5356999 0.57890212 0.61645042 0.65152543 0.68172511 0.70961486
0.73650799 0.76169363 0.78439513 0.80623585 0.82499394 0.84262815
0.85975825 0.87631638 0.89098029 0.90537086 0.91836459 0.92951694
0.93980563 0.94973098 0.95897202 0.96664135 0.97274097 0.97787669
0.98280534 0.98746368 0.99087208 0.99271087 0.9943841 0.99598435
0.99734845 0.99844708 0.99937503 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_4:
PC1 \
HighBP -1.508121e-02
HighChol -2.342775e-02
CholCheck 6.576253e-03
Smoker -1.182636e-01
Stroke -2.176225e-03
HeartDiseaseorAttack -5.388364e-03
PhysActivity 1.889926e-02
Fruits 1.034887e-01
Veggies 7.055670e-02
HvyAlcoholConsump -3.238884e-02
AnyHealthcare 3.251706e-02
NoDocbcCost -1.135153e-01
DiffWalk -2.469698e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 6.169799e-17
BMI_Overweight 1.058791e-22
BMI_Class 1 Obesity 1.323489e-23
BMI_Class 2 Obesity -6.617445e-24
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.436145e-01
GenHlth_Very good -1.522857e-01
GenHlth_Good -1.417896e-01
GenHlth_Fair -4.137530e-02
GenHlth_Poor -8.163898e-03
MentHlth_0 4.437702e-01
MentHlth_1-5 -2.421788e-01
MentHlth_6-10 -8.014084e-02
MentHlth_11-15 -4.522536e-02
MentHlth_16-20 -2.009264e-02
MentHlth_21-25 -7.097994e-03
MentHlth_26-30 -4.903458e-02
PhysHlth_0 4.825758e-01
PhysHlth_1-5 -3.870816e-01
PhysHlth_6-10 -4.314029e-02
PhysHlth_11-15 -2.103117e-02
PhysHlth_16-20 -7.768833e-03
PhysHlth_21-25 -4.299079e-03
PhysHlth_26-30 -1.925482e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary -2.421674e-03
Education_Some high school -1.121963e-02
Education_High school graduate -5.368161e-02
Education_Some college or technical school -1.987869e-01
Education_College graduate 2.661098e-01
Income_Less than $10,000 -4.236519e-02
Income_$10,000-$14,999 -2.001857e-02
Income_$15,000-$19,999 -3.653014e-02
Income_$20,000-$24,999 -3.422328e-02
Income_$25,000-$34,999 -4.262706e-03
Income_$35,000-$49,999 -2.695986e-02
Income_$50,000-$74,999 2.880637e-02
Income_$75,000 or more 1.355534e-01
Sex_Female 6.169778e-17
Sex_Male -0.000000e+00
Age_18-29 6.169778e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP -2.484044e-03
HighChol 2.758020e-02
CholCheck -2.214751e-05
Smoker -1.319859e-01
Stroke -6.633596e-04
HeartDiseaseorAttack -3.760100e-03
PhysActivity 9.458316e-02
Fruits 6.403549e-02
Veggies 1.031880e-01
HvyAlcoholConsump 1.607194e-02
AnyHealthcare 7.418961e-02
NoDocbcCost -4.703611e-02
DiffWalk -1.817026e-02
BMI_Underweight 2.168404e-19
BMI_Healthy weight -6.596894e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -1.058791e-22
BMI_Class 3 Obesity -5.293956e-23
GenHlth_Excellent -2.631192e-02
GenHlth_Very good 1.815761e-01
GenHlth_Good -1.227144e-01
GenHlth_Fair -2.660958e-02
GenHlth_Poor -5.940150e-03
MentHlth_0 -2.720807e-01
MentHlth_1-5 3.050365e-01
MentHlth_6-10 1.143550e-02
MentHlth_11-15 -1.218906e-02
MentHlth_16-20 -4.575979e-03
MentHlth_21-25 -2.392614e-03
MentHlth_26-30 -2.523360e-02
PhysHlth_0 -1.332148e-01
PhysHlth_1-5 1.712235e-01
PhysHlth_6-10 -7.064312e-03
PhysHlth_11-15 -9.906510e-03
PhysHlth_16-20 -4.780700e-03
PhysHlth_21-25 -6.558486e-04
PhysHlth_26-30 -1.560128e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -3.470498e-03
Education_Some high school -1.420933e-02
Education_High school graduate -1.461709e-01
Education_Some college or technical school -4.557270e-01
Education_College graduate 6.195777e-01
Income_Less than $10,000 -4.454665e-02
Income_$10,000-$14,999 -3.126559e-02
Income_$15,000-$19,999 -5.247780e-02
Income_$20,000-$24,999 -7.132830e-02
Income_$25,000-$34,999 -7.309438e-02
Income_$35,000-$49,999 5.800863e-03
Income_$50,000-$74,999 3.372161e-02
Income_$75,000 or more 2.331902e-01
Sex_Female -6.597260e-17
Sex_Male 0.000000e+00
Age_18-29 -6.597260e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP -1.523936e-02
HighChol 9.998750e-03
CholCheck 3.137211e-03
Smoker 2.057383e-02
Stroke -6.589866e-04
HeartDiseaseorAttack -3.967082e-03
PhysActivity -3.460885e-02
Fruits -7.474338e-02
Veggies -2.489094e-02
HvyAlcoholConsump -1.398366e-02
AnyHealthcare 4.273091e-03
NoDocbcCost -5.079467e-02
DiffWalk -6.907526e-03
BMI_Underweight 4.336809e-19
BMI_Healthy weight 3.919762e-17
BMI_Overweight 2.710505e-20
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -8.470329e-22
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -5.125468e-01
GenHlth_Very good 7.473136e-01
GenHlth_Good -2.017174e-01
GenHlth_Fair -2.885259e-02
GenHlth_Poor -4.196745e-03
MentHlth_0 1.661017e-01
MentHlth_1-5 -1.371005e-01
MentHlth_6-10 -4.441899e-03
MentHlth_11-15 -5.177801e-03
MentHlth_16-20 -1.044644e-03
MentHlth_21-25 -4.547473e-03
MentHlth_26-30 -1.378937e-02
PhysHlth_0 2.054947e-01
PhysHlth_1-5 -1.728052e-01
PhysHlth_6-10 -1.145335e-02
PhysHlth_11-15 -7.330383e-03
PhysHlth_16-20 -2.331481e-03
PhysHlth_21-25 -3.772024e-03
PhysHlth_26-30 -7.802278e-03
Education_Never attended school or only kinderg... -1.372634e-38
Education_Elementary -2.175854e-03
Education_Some high school -5.020173e-03
Education_High school graduate -3.384039e-02
Education_Some college or technical school 4.300091e-02
Education_College graduate -1.964500e-03
Income_Less than $10,000 -1.329799e-02
Income_$10,000-$14,999 -6.713565e-03
Income_$15,000-$19,999 -7.449998e-03
Income_$20,000-$24,999 -1.734920e-02
Income_$25,000-$34,999 2.373933e-02
Income_$35,000-$49,999 8.552631e-03
Income_$50,000-$74,999 4.453215e-02
Income_$75,000 or more -3.201336e-02
Sex_Female 3.918491e-17
Sex_Male 0.000000e+00
Age_18-29 3.918491e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP 5.726214e-03
HighChol 1.300628e-02
CholCheck 4.955937e-03
Smoker -2.871749e-02
Stroke 1.352934e-03
HeartDiseaseorAttack 9.977806e-03
PhysActivity -5.543204e-02
Fruits -1.318922e-01
Veggies -3.598720e-02
HvyAlcoholConsump -1.262211e-03
AnyHealthcare 1.677775e-02
NoDocbcCost 2.579880e-02
DiffWalk 1.375419e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 1.211697e-16
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity 2.168404e-19
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -5.421011e-20
GenHlth_Excellent -8.431169e-02
GenHlth_Very good -2.341407e-02
GenHlth_Good 8.670409e-02
GenHlth_Fair 1.657014e-02
GenHlth_Poor 4.451525e-03
MentHlth_0 5.098527e-01
MentHlth_1-5 -5.097893e-01
MentHlth_6-10 -5.112391e-04
MentHlth_11-15 -3.996359e-03
MentHlth_16-20 2.537848e-03
MentHlth_21-25 2.505087e-03
MentHlth_26-30 -5.987956e-04
PhysHlth_0 -4.580824e-01
PhysHlth_1-5 3.984079e-01
PhysHlth_6-10 3.216845e-02
PhysHlth_11-15 1.065281e-02
PhysHlth_16-20 3.298338e-03
PhysHlth_21-25 1.592548e-03
PhysHlth_26-30 1.196238e-02
Education_Never attended school or only kinderg... -1.544549e-35
Education_Elementary 1.656500e-03
Education_Some high school 1.057164e-02
Education_High school graduate 1.890258e-02
Education_Some college or technical school -2.017952e-01
Education_College graduate 1.706645e-01
Income_Less than $10,000 1.052477e-02
Income_$10,000-$14,999 -5.720946e-03
Income_$15,000-$19,999 -7.159242e-03
Income_$20,000-$24,999 2.565415e-03
Income_$25,000-$34,999 4.640293e-03
Income_$35,000-$49,999 9.478685e-03
Income_$50,000-$74,999 -5.537528e-03
Income_$75,000 or more -8.791449e-03
Sex_Female 1.277949e-16
Sex_Male 0.000000e+00
Age_18-29 1.277949e-16
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -1.610161e-02
HighChol -1.576772e-02
CholCheck 9.977196e-04
Smoker -1.554956e-01
Stroke -3.658623e-03
HeartDiseaseorAttack -1.026515e-03
PhysActivity 1.464924e-01
Fruits 4.204837e-01
Veggies 2.102244e-01
HvyAlcoholConsump -2.587437e-03
AnyHealthcare 5.183619e-02
NoDocbcCost -8.227464e-02
DiffWalk -1.304927e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -1.845219e-17
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity 4.336809e-19
BMI_Class 2 Obesity 2.168404e-19
BMI_Class 3 Obesity -1.084202e-19
GenHlth_Excellent 1.854233e-01
GenHlth_Very good 1.487538e-01
GenHlth_Good -3.089392e-01
GenHlth_Fair -1.571209e-02
GenHlth_Poor -9.525820e-03
MentHlth_0 1.084690e-01
MentHlth_1-5 -3.530590e-02
MentHlth_6-10 -4.897019e-03
MentHlth_11-15 -2.045104e-02
MentHlth_16-20 -1.027170e-03
MentHlth_21-25 -5.129190e-03
MentHlth_26-30 -4.165872e-02
PhysHlth_0 -1.835068e-01
PhysHlth_1-5 2.206191e-01
PhysHlth_6-10 -1.932127e-02
PhysHlth_11-15 -5.084867e-03
PhysHlth_16-20 -1.870093e-03
PhysHlth_21-25 -6.029795e-03
PhysHlth_26-30 -4.806306e-03
Education_Never attended school or only kinderg... -1.149545e-34
Education_Elementary -5.909409e-03
Education_Some high school -2.142324e-02
Education_High school graduate -2.677660e-01
Education_Some college or technical school 4.588815e-01
Education_College graduate -1.637828e-01
Income_Less than $10,000 -5.877480e-02
Income_$10,000-$14,999 -1.328771e-02
Income_$15,000-$19,999 -3.096342e-02
Income_$20,000-$24,999 -5.483890e-02
Income_$25,000-$34,999 -5.982078e-02
Income_$35,000-$49,999 -6.480972e-02
Income_$50,000-$74,999 -9.115206e-02
Income_$75,000 or more 3.736474e-01
Sex_Female -1.863871e-17
Sex_Male 0.000000e+00
Age_18-29 -1.863871e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 4.513374e-04
HighChol -4.193698e-02
CholCheck -5.353877e-03
Smoker 8.402993e-02
Stroke 1.486557e-03
HeartDiseaseorAttack 1.232462e-03
PhysActivity 5.408217e-02
Fruits 7.614149e-01
Veggies 2.928765e-01
HvyAlcoholConsump -4.053237e-02
AnyHealthcare -5.443373e-02
NoDocbcCost 1.171542e-01
DiffWalk 1.736424e-02
BMI_Underweight 8.673617e-17
BMI_Healthy weight 6.571754e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 2.220446e-16
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.403452e-01
GenHlth_Very good 1.364733e-02
GenHlth_Good 1.098520e-01
GenHlth_Fair 1.540180e-02
GenHlth_Poor 1.443996e-03
MentHlth_0 4.278070e-02
MentHlth_1-5 -2.645989e-02
MentHlth_6-10 -4.924319e-02
MentHlth_11-15 9.364147e-03
MentHlth_16-20 1.911356e-03
MentHlth_21-25 -1.961379e-04
MentHlth_26-30 2.184301e-02
PhysHlth_0 -3.054851e-02
PhysHlth_1-5 -1.044583e-02
PhysHlth_6-10 1.603322e-02
PhysHlth_11-15 5.468977e-03
PhysHlth_16-20 -1.659408e-04
PhysHlth_21-25 4.528312e-03
PhysHlth_26-30 1.512977e-02
Education_Never attended school or only kinderg... -6.915533e-31
Education_Elementary 1.698575e-03
Education_Some high school 1.731399e-02
Education_High school graduate 1.828495e-01
Education_Some college or technical school -1.993026e-01
Education_College graduate -2.559447e-03
Income_Less than $10,000 6.069172e-03
Income_$10,000-$14,999 1.461389e-02
Income_$15,000-$19,999 3.198447e-02
Income_$20,000-$24,999 3.128515e-02
Income_$25,000-$34,999 7.206810e-02
Income_$35,000-$49,999 1.080531e-01
Income_$50,000-$74,999 1.299890e-01
Income_$75,000 or more -3.940628e-01
Sex_Female 7.700603e-17
Sex_Male 0.000000e+00
Age_18-29 7.700603e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 2.306794e-02
HighChol 1.006151e-02
CholCheck 3.827061e-03
Smoker 1.101792e-01
Stroke 1.919131e-03
HeartDiseaseorAttack -2.070001e-03
PhysActivity 8.399657e-03
Fruits 1.503356e-01
Veggies 8.603262e-02
HvyAlcoholConsump -1.760235e-03
AnyHealthcare -1.148774e-02
NoDocbcCost 3.334536e-02
DiffWalk 1.944166e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -9.672137e-17
BMI_Overweight 3.469447e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -3.134072e-01
GenHlth_Very good -7.345812e-02
GenHlth_Good 3.666731e-01
GenHlth_Fair 1.641309e-02
GenHlth_Poor 3.779074e-03
MentHlth_0 4.445235e-04
MentHlth_1-5 -4.749000e-02
MentHlth_6-10 -2.591038e-02
MentHlth_11-15 1.675072e-02
MentHlth_16-20 1.299329e-02
MentHlth_21-25 4.002599e-03
MentHlth_26-30 3.920925e-02
PhysHlth_0 4.890339e-02
PhysHlth_1-5 -1.288665e-01
PhysHlth_6-10 4.308793e-02
PhysHlth_11-15 1.447011e-02
PhysHlth_16-20 1.414895e-03
PhysHlth_21-25 1.272408e-03
PhysHlth_26-30 1.971776e-02
Education_Never attended school or only kinderg... 1.358503e-31
Education_Elementary 2.580922e-03
Education_Some high school 1.556410e-02
Education_High school graduate 2.431348e-01
Education_Some college or technical school -1.546323e-01
Education_College graduate -1.066475e-01
Income_Less than $10,000 1.533386e-02
Income_$10,000-$14,999 4.363155e-03
Income_$15,000-$19,999 2.028942e-02
Income_$20,000-$24,999 -4.086801e-03
Income_$25,000-$34,999 -6.747794e-03
Income_$35,000-$49,999 -2.139478e-01
Income_$50,000-$74,999 -4.236170e-01
Income_$75,000 or more 6.084129e-01
Sex_Female -1.079627e-16
Sex_Male -0.000000e+00
Age_18-29 -1.079627e-16
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -3.243877e-02
HighChol -3.830392e-02
CholCheck 9.478480e-03
Smoker 1.945622e-01
Stroke 4.239827e-03
HeartDiseaseorAttack -2.854181e-03
PhysActivity -5.091803e-02
Fruits -2.351510e-02
Veggies -6.035728e-02
HvyAlcoholConsump 2.436333e-02
AnyHealthcare -6.064797e-02
NoDocbcCost -6.111370e-02
DiffWalk 6.109686e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight 1.623508e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.164619e-01
GenHlth_Very good 1.738408e-01
GenHlth_Good -5.302001e-01
GenHlth_Fair 2.608469e-02
GenHlth_Poor 1.381277e-02
MentHlth_0 -2.291581e-02
MentHlth_1-5 4.042580e-02
MentHlth_6-10 -1.621555e-02
MentHlth_11-15 -1.079397e-02
MentHlth_16-20 1.692092e-03
MentHlth_21-25 -1.409544e-03
MentHlth_26-30 9.216983e-03
PhysHlth_0 -7.325458e-02
PhysHlth_1-5 1.121370e-01
PhysHlth_6-10 -3.478593e-02
PhysHlth_11-15 -3.491040e-03
PhysHlth_16-20 -5.483583e-03
PhysHlth_21-25 -2.008834e-03
PhysHlth_26-30 6.886944e-03
Education_Never attended school or only kinderg... 4.270942e-30
Education_Elementary 1.180268e-03
Education_Some high school -6.494897e-03
Education_High school graduate 5.648260e-01
Education_Some college or technical school -3.122033e-01
Education_College graduate -2.473081e-01
Income_Less than $10,000 4.911465e-02
Income_$10,000-$14,999 7.106133e-03
Income_$15,000-$19,999 2.087338e-02
Income_$20,000-$24,999 4.235405e-02
Income_$25,000-$34,999 1.500914e-02
Income_$35,000-$49,999 -3.047278e-02
Income_$50,000-$74,999 -1.556631e-01
Income_$75,000 or more 5.167855e-02
Sex_Female -2.180557e-17
Sex_Male -0.000000e+00
Age_18-29 -2.180557e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -1.613577e-02
HighChol -2.300224e-02
CholCheck -1.846522e-02
Smoker 1.397360e-01
Stroke -8.984517e-04
HeartDiseaseorAttack -1.995166e-03
PhysActivity -3.128203e-03
Fruits -3.118607e-04
Veggies -1.982992e-02
HvyAlcoholConsump 2.518313e-02
AnyHealthcare -1.063705e-01
NoDocbcCost 1.777412e-01
DiffWalk 7.403787e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight 3.491195e-18
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 3.819037e-02
GenHlth_Very good 7.417921e-03
GenHlth_Good -8.146027e-02
GenHlth_Fair 2.836154e-02
GenHlth_Poor 7.490434e-03
MentHlth_0 -1.370583e-02
MentHlth_1-5 -4.736692e-02
MentHlth_6-10 4.090646e-02
MentHlth_11-15 -1.804366e-03
MentHlth_16-20 6.464495e-03
MentHlth_21-25 2.817240e-03
MentHlth_26-30 1.268891e-02
PhysHlth_0 2.758641e-02
PhysHlth_1-5 -3.879143e-02
PhysHlth_6-10 -1.921996e-02
PhysHlth_11-15 1.036519e-02
PhysHlth_16-20 6.168702e-03
PhysHlth_21-25 3.189309e-03
PhysHlth_26-30 1.070177e-02
Education_Never attended school or only kinderg... -5.490472e-28
Education_Elementary 2.009218e-03
Education_Some high school -1.081868e-03
Education_High school graduate -1.856174e-01
Education_Some college or technical school 4.476328e-02
Education_College graduate 1.399268e-01
Income_Less than $10,000 -2.424607e-02
Income_$10,000-$14,999 2.647901e-03
Income_$15,000-$19,999 6.106947e-03
Income_$20,000-$24,999 3.273712e-02
Income_$25,000-$34,999 6.283172e-02
Income_$35,000-$49,999 6.551735e-01
Income_$50,000-$74,999 -6.485726e-01
Income_$75,000 or more -8.667860e-02
Sex_Female 1.557711e-17
Sex_Male 0.000000e+00
Age_18-29 1.557711e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 1.565146e-02 ... 0.0
HighChol 4.765256e-03 ... 0.0
CholCheck -1.784034e-02 ... 0.0
Smoker 7.000798e-01 ... 0.0
Stroke 9.475059e-05 ... 0.0
HeartDiseaseorAttack -6.128984e-04 ... 0.0
PhysActivity 3.165444e-03 ... 0.0
Fruits -1.403230e-02 ... 0.0
Veggies 1.391073e-01 ... 0.0
HvyAlcoholConsump 1.483652e-01 ... 0.0
AnyHealthcare -7.340222e-02 ... 0.0
NoDocbcCost 2.726812e-01 ... 0.0
DiffWalk 1.785994e-02 ... 0.0
BMI_Underweight 1.110223e-16 ... 0.0
BMI_Healthy weight -1.492129e-16 ... 0.0
BMI_Overweight 0.000000e+00 ... 0.0
BMI_Class 1 Obesity -1.665335e-16 ... 0.0
BMI_Class 2 Obesity 0.000000e+00 ... 0.0
BMI_Class 3 Obesity 5.551115e-17 ... 0.0
GenHlth_Excellent 8.909734e-02 ... 0.0
GenHlth_Very good -9.414583e-03 ... 0.0
GenHlth_Good -1.444473e-01 ... 0.0
GenHlth_Fair 5.035642e-02 ... 0.0
GenHlth_Poor 1.440814e-02 ... 0.0
MentHlth_0 -1.496808e-01 ... 0.0
MentHlth_1-5 -2.509413e-01 ... 0.0
MentHlth_6-10 1.939044e-01 ... 0.0
MentHlth_11-15 7.140023e-02 ... 0.0
MentHlth_16-20 1.083600e-02 ... 0.0
MentHlth_21-25 5.458611e-03 ... 0.0
MentHlth_26-30 1.190229e-01 ... 0.0
PhysHlth_0 -6.369719e-03 ... 0.0
PhysHlth_1-5 -7.687240e-02 ... 0.0
PhysHlth_6-10 2.837633e-02 ... 0.0
PhysHlth_11-15 2.418940e-02 ... 0.0
PhysHlth_16-20 2.335760e-03 ... 0.0
PhysHlth_21-25 4.829511e-03 ... 0.0
PhysHlth_26-30 2.351111e-02 ... 0.0
Education_Never attended school or only kinderg... -2.928252e-27 ... 0.0
Education_Elementary 3.232297e-03 ... 0.0
Education_Some high school 1.472513e-02 ... 0.0
Education_High school graduate -2.448336e-01 ... 0.0
Education_Some college or technical school 4.943315e-02 ... 0.0
Education_College graduate 1.774430e-01 ... 0.0
Income_Less than $10,000 -5.090264e-02 ... 0.0
Income_$10,000-$14,999 8.791765e-03 ... 0.0
Income_$15,000-$19,999 2.524987e-02 ... 0.0
Income_$20,000-$24,999 5.942223e-02 ... 0.0
Income_$25,000-$34,999 4.955115e-02 ... 0.0
Income_$35,000-$49,999 -2.853060e-01 ... 0.0
Income_$50,000-$74,999 1.303031e-01 ... 0.0
Income_$75,000 or more 6.289060e-02 ... 0.0
Sex_Female -9.149599e-17 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 -9.149599e-17 ... 0.0
Age_30-49 0.000000e+00 ... 1.0
Age_50-64 0.000000e+00 ... 0.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 0.000000e+00
HighChol 0.0 1.790205e-26
CholCheck 0.0 4.828003e-26
Smoker 0.0 3.393907e-27
Stroke 0.0 -4.225164e-25
HeartDiseaseorAttack 0.0 -1.911790e-26
PhysActivity 0.0 7.609644e-28
Fruits 0.0 4.265237e-27
Veggies 0.0 6.096816e-28
HvyAlcoholConsump 0.0 1.021523e-26
AnyHealthcare 0.0 2.119930e-26
NoDocbcCost 0.0 1.296162e-26
DiffWalk 0.0 -1.805869e-26
BMI_Underweight 0.0 -4.601549e-11
BMI_Healthy weight 0.0 -6.176980e-11
BMI_Overweight 0.0 4.727160e-11
BMI_Class 1 Obesity 0.0 -2.478534e-12
BMI_Class 2 Obesity 0.0 4.157006e-12
BMI_Class 3 Obesity 0.0 -1.088228e-11
GenHlth_Excellent 0.0 -6.786886e-13
GenHlth_Very good 0.0 -6.786886e-13
GenHlth_Good 0.0 -6.786886e-13
GenHlth_Fair 0.0 -6.786886e-13
GenHlth_Poor 0.0 -6.786886e-13
MentHlth_0 0.0 2.253139e-11
MentHlth_1-5 0.0 2.253139e-11
MentHlth_6-10 0.0 2.253139e-11
MentHlth_11-15 0.0 2.253139e-11
MentHlth_16-20 0.0 2.253139e-11
MentHlth_21-25 0.0 2.253139e-11
MentHlth_26-30 0.0 2.253139e-11
PhysHlth_0 0.0 -2.773063e-11
PhysHlth_1-5 0.0 -2.773063e-11
PhysHlth_6-10 0.0 -2.773063e-11
PhysHlth_11-15 0.0 -2.773063e-11
PhysHlth_16-20 0.0 -2.773063e-11
PhysHlth_21-25 0.0 -2.773063e-11
PhysHlth_26-30 0.0 -2.773063e-11
Education_Never attended school or only kinderg... 0.0 6.957830e-10
Education_Elementary 0.0 -6.882224e-12
Education_Some high school 0.0 -6.882224e-12
Education_High school graduate 0.0 -6.882224e-12
Education_Some college or technical school 0.0 -6.882224e-12
Education_College graduate 0.0 -6.882224e-12
Income_Less than $10,000 0.0 2.456156e-11
Income_$10,000-$14,999 0.0 2.456156e-11
Income_$15,000-$19,999 0.0 2.456156e-11
Income_$20,000-$24,999 0.0 2.456156e-11
Income_$25,000-$34,999 0.0 2.456156e-11
Income_$35,000-$49,999 0.0 2.456156e-11
Income_$50,000-$74,999 0.0 2.456156e-11
Income_$75,000 or more 0.0 2.456156e-11
Sex_Female 0.0 -7.071068e-01
Sex_Male 1.0 0.000000e+00
Age_18-29 0.0 7.071068e-01
Age_30-49 0.0 0.000000e+00
Age_50-64 0.0 0.000000e+00
Age_65+ 0.0 0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol -9.567646e-17
CholCheck -1.538653e-16
Smoker 1.237986e-17
Stroke -4.004701e-15
HeartDiseaseorAttack 2.437232e-16
PhysActivity -1.493008e-16
Fruits -3.598593e-18
Veggies 1.423062e-16
HvyAlcoholConsump 1.786844e-16
AnyHealthcare -3.381835e-16
NoDocbcCost -1.431007e-16
DiffWalk -5.828743e-16
BMI_Underweight 3.581351e-01
BMI_Healthy weight 4.754627e-02
BMI_Overweight 3.036125e-01
BMI_Class 1 Obesity 2.272814e-01
BMI_Class 2 Obesity -3.495986e-01
BMI_Class 3 Obesity 2.951867e-01
GenHlth_Excellent 5.465901e-02
GenHlth_Very good 5.465901e-02
GenHlth_Good 5.465901e-02
GenHlth_Fair 5.465901e-02
GenHlth_Poor 5.465901e-02
MentHlth_0 1.244060e-01
MentHlth_1-5 1.244060e-01
MentHlth_6-10 1.244060e-01
MentHlth_11-15 1.244060e-01
MentHlth_16-20 1.244060e-01
MentHlth_21-25 1.244060e-01
MentHlth_26-30 1.244060e-01
PhysHlth_0 -3.349439e-02
PhysHlth_1-5 -3.349439e-02
PhysHlth_6-10 -3.349439e-02
PhysHlth_11-15 -3.349439e-02
PhysHlth_16-20 -3.349439e-02
PhysHlth_21-25 -3.349439e-02
PhysHlth_26-30 -3.349439e-02
Education_Never attended school or only kinderg... -3.850394e-02
Education_Elementary 1.455102e-01
Education_Some high school 1.455102e-01
Education_High school graduate 1.455102e-01
Education_Some college or technical school 1.455102e-01
Education_College graduate 1.455102e-01
Income_Less than $10,000 1.145260e-01
Income_$10,000-$14,999 1.145260e-01
Income_$15,000-$19,999 1.145260e-01
Income_$20,000-$24,999 1.145260e-01
Income_$25,000-$34,999 1.145260e-01
Income_$35,000-$49,999 1.145260e-01
Income_$50,000-$74,999 1.145260e-01
Income_$75,000 or more 1.145260e-01
Sex_Female -2.940064e-01
Sex_Male 0.000000e+00
Age_18-29 -2.940064e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC53 \
HighBP 3.567655e-16
HighChol -1.049074e-16
CholCheck -9.990383e-17
Smoker -1.422782e-16
Stroke -3.873792e-15
HeartDiseaseorAttack 1.270974e-16
PhysActivity -9.254685e-16
Fruits 1.484058e-16
Veggies 1.900590e-16
HvyAlcoholConsump 1.074181e-17
AnyHealthcare -3.295352e-16
NoDocbcCost -7.329296e-17
DiffWalk -8.440354e-16
BMI_Underweight -1.998353e-02
BMI_Healthy weight 4.651701e-01
BMI_Overweight -2.653540e-02
BMI_Class 1 Obesity 3.119021e-02
BMI_Class 2 Obesity 9.656485e-03
BMI_Class 3 Obesity 4.118060e-02
GenHlth_Excellent -1.126638e-01
GenHlth_Very good -1.126638e-01
GenHlth_Good -1.126638e-01
GenHlth_Fair -1.126638e-01
GenHlth_Poor -1.126638e-01
MentHlth_0 6.047946e-02
MentHlth_1-5 6.047946e-02
MentHlth_6-10 6.047946e-02
MentHlth_11-15 6.047946e-02
MentHlth_16-20 6.047946e-02
MentHlth_21-25 6.047946e-02
MentHlth_26-30 6.047946e-02
PhysHlth_0 8.720300e-02
PhysHlth_1-5 8.720300e-02
PhysHlth_6-10 8.720300e-02
PhysHlth_11-15 8.720300e-02
PhysHlth_16-20 8.720300e-02
PhysHlth_21-25 8.720300e-02
PhysHlth_26-30 8.720300e-02
Education_Never attended school or only kinderg... 7.869765e-08
Education_Elementary 1.471527e-01
Education_Some high school 1.471527e-01
Education_High school graduate 1.471527e-01
Education_Some college or technical school 1.471527e-01
Education_College graduate 1.471527e-01
Income_Less than $10,000 1.365134e-01
Income_$10,000-$14,999 1.365134e-01
Income_$15,000-$19,999 1.365134e-01
Income_$20,000-$24,999 1.365134e-01
Income_$25,000-$34,999 1.365134e-01
Income_$35,000-$49,999 1.365134e-01
Income_$50,000-$74,999 1.365134e-01
Income_$75,000 or more 1.365134e-01
Sex_Female 4.359437e-01
Sex_Male 0.000000e+00
Age_18-29 4.359437e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 5.140525e-17
CholCheck -6.294581e-17
Smoker -1.838666e-16
Stroke -1.027092e-15
HeartDiseaseorAttack -3.413403e-16
PhysActivity -3.111303e-16
Fruits -1.982593e-17
Veggies -4.105743e-18
HvyAlcoholConsump -1.914094e-16
AnyHealthcare 1.452645e-17
NoDocbcCost 4.320512e-17
DiffWalk 2.460896e-16
BMI_Underweight 2.217307e-01
BMI_Healthy weight -2.743033e-01
BMI_Overweight -1.117334e-01
BMI_Class 1 Obesity -1.297811e-01
BMI_Class 2 Obesity 6.041427e-01
BMI_Class 3 Obesity -2.552968e-02
GenHlth_Excellent -1.628555e-02
GenHlth_Very good -1.628555e-02
GenHlth_Good -1.628555e-02
GenHlth_Fair -1.628555e-02
GenHlth_Poor -1.628555e-02
MentHlth_0 1.293674e-01
MentHlth_1-5 1.293674e-01
MentHlth_6-10 1.293674e-01
MentHlth_11-15 1.293674e-01
MentHlth_16-20 1.293674e-01
MentHlth_21-25 1.293674e-01
MentHlth_26-30 1.293674e-01
PhysHlth_0 8.909261e-02
PhysHlth_1-5 8.909261e-02
PhysHlth_6-10 8.909261e-02
PhysHlth_11-15 8.909261e-02
PhysHlth_16-20 8.909261e-02
PhysHlth_21-25 8.909261e-02
PhysHlth_26-30 8.909261e-02
Education_Never attended school or only kinderg... -2.908634e-02
Education_Elementary -1.145183e-01
Education_Some high school -1.145183e-01
Education_High school graduate -1.145183e-01
Education_Some college or technical school -1.145183e-01
Education_College graduate -1.145183e-01
Income_Less than $10,000 1.659343e-01
Income_$10,000-$14,999 1.659343e-01
Income_$15,000-$19,999 1.659343e-01
Income_$20,000-$24,999 1.659343e-01
Income_$25,000-$34,999 1.659343e-01
Income_$35,000-$49,999 1.659343e-01
Income_$50,000-$74,999 1.659343e-01
Income_$75,000 or more 1.659343e-01
Sex_Female -9.973426e-02
Sex_Male -0.000000e+00
Age_18-29 -9.973427e-02
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol -1.335405e-16
CholCheck 1.841417e-16
Smoker -7.376199e-17
Stroke 5.519310e-16
HeartDiseaseorAttack -7.073559e-18
PhysActivity 6.000618e-17
Fruits -1.030052e-16
Veggies -7.239291e-18
HvyAlcoholConsump -3.362058e-17
AnyHealthcare 3.730503e-16
NoDocbcCost 1.156081e-16
DiffWalk 1.544203e-16
BMI_Underweight 5.724463e-01
BMI_Healthy weight -1.171348e-01
BMI_Overweight 7.274798e-02
BMI_Class 1 Obesity -7.494512e-02
BMI_Class 2 Obesity -1.396439e-01
BMI_Class 3 Obesity 3.934564e-01
GenHlth_Excellent -8.076326e-03
GenHlth_Very good -8.076326e-03
GenHlth_Good -8.076326e-03
GenHlth_Fair -8.076326e-03
GenHlth_Poor -8.076326e-03
MentHlth_0 -1.003975e-01
MentHlth_1-5 -1.003975e-01
MentHlth_6-10 -1.003975e-01
MentHlth_11-15 -1.003975e-01
MentHlth_16-20 -1.003975e-01
MentHlth_21-25 -1.003975e-01
MentHlth_26-30 -1.003975e-01
PhysHlth_0 -7.629891e-02
PhysHlth_1-5 -7.629891e-02
PhysHlth_6-10 -7.629891e-02
PhysHlth_11-15 -7.629891e-02
PhysHlth_16-20 -7.629891e-02
PhysHlth_21-25 -7.629891e-02
PhysHlth_26-30 -7.629891e-02
Education_Never attended school or only kinderg... -2.550827e-02
Education_Elementary -1.894758e-01
Education_Some high school -1.894758e-01
Education_High school graduate -1.894758e-01
Education_Some college or technical school -1.894758e-01
Education_College graduate -1.894758e-01
Income_Less than $10,000 1.664473e-02
Income_$10,000-$14,999 1.664473e-02
Income_$15,000-$19,999 1.664473e-02
Income_$20,000-$24,999 1.664473e-02
Income_$25,000-$34,999 1.664473e-02
Income_$35,000-$49,999 1.664473e-02
Income_$50,000-$74,999 1.664473e-02
Income_$75,000 or more 1.664473e-02
Sex_Female 2.994665e-01
Sex_Male 0.000000e+00
Age_18-29 2.994665e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 2.430389e-16
CholCheck 4.171403e-16
Smoker 2.441393e-16
Stroke -3.923352e-15
HeartDiseaseorAttack 2.049473e-15
PhysActivity -6.011467e-17
Fruits 6.314571e-17
Veggies -4.510196e-17
HvyAlcoholConsump -5.087140e-17
AnyHealthcare -1.840592e-16
NoDocbcCost -6.348005e-17
DiffWalk -7.178864e-16
BMI_Underweight -2.753378e-01
BMI_Healthy weight 5.130492e-01
BMI_Overweight 3.013225e-01
BMI_Class 1 Obesity -1.095271e-01
BMI_Class 2 Obesity -1.129780e-01
BMI_Class 3 Obesity 1.620451e-01
GenHlth_Excellent -3.417864e-02
GenHlth_Very good -3.417864e-02
GenHlth_Good -3.417864e-02
GenHlth_Fair -3.417864e-02
GenHlth_Poor -3.417864e-02
MentHlth_0 9.471620e-02
MentHlth_1-5 9.471620e-02
MentHlth_6-10 9.471620e-02
MentHlth_11-15 9.471620e-02
MentHlth_16-20 9.471620e-02
MentHlth_21-25 9.471620e-02
MentHlth_26-30 9.471620e-02
PhysHlth_0 4.325008e-02
PhysHlth_1-5 4.325008e-02
PhysHlth_6-10 4.325008e-02
PhysHlth_11-15 4.325008e-02
PhysHlth_16-20 4.325008e-02
PhysHlth_21-25 4.325008e-02
PhysHlth_26-30 4.325008e-02
Education_Never attended school or only kinderg... 4.166191e-03
Education_Elementary -2.854073e-01
Education_Some high school -2.854073e-01
Education_High school graduate -2.854073e-01
Education_Some college or technical school -2.854073e-01
Education_College graduate -2.854073e-01
Income_Less than $10,000 -7.165803e-03
Income_$10,000-$14,999 -7.165803e-03
Income_$15,000-$19,999 -7.165803e-03
Income_$20,000-$24,999 -7.165803e-03
Income_$25,000-$34,999 -7.165803e-03
Income_$35,000-$49,999 -7.165803e-03
Income_$50,000-$74,999 -7.165803e-03
Income_$75,000 or more -7.165803e-03
Sex_Female -1.218763e-01
Sex_Male 0.000000e+00
Age_18-29 -1.218763e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 1.659611e-16 5.673010e-17
CholCheck 3.967561e-16 2.023016e-16
Smoker 2.971000e-16 2.775101e-17
Stroke -5.048995e-15 -6.147535e-15
HeartDiseaseorAttack 1.332202e-15 1.585524e-15
PhysActivity -1.799826e-16 -2.917730e-16
Fruits 2.027443e-16 5.937567e-17
Veggies -1.021757e-16 -1.452280e-16
HvyAlcoholConsump 2.939193e-16 -1.598174e-16
AnyHealthcare 2.294231e-16 4.772926e-16
NoDocbcCost 1.692369e-16 4.060892e-16
DiffWalk 8.381530e-16 -1.377160e-16
BMI_Underweight -2.488825e-01 -2.299773e-01
BMI_Healthy weight 1.236376e-01 -1.766805e-01
BMI_Overweight 9.038031e-02 -3.142310e-01
BMI_Class 1 Obesity 3.732818e-02 8.221682e-01
BMI_Class 2 Obesity 2.570466e-01 -7.455102e-02
BMI_Class 3 Obesity 3.222334e-01 2.140647e-01
GenHlth_Excellent 3.488632e-01 -5.363754e-02
GenHlth_Very good 3.488632e-01 -5.363754e-02
GenHlth_Good 3.488632e-01 -5.363754e-02
GenHlth_Fair 3.488632e-01 -5.363754e-02
GenHlth_Poor 3.488632e-01 -5.363754e-02
MentHlth_0 -1.070504e-01 7.864843e-03
MentHlth_1-5 -1.070504e-01 7.864843e-03
MentHlth_6-10 -1.070504e-01 7.864843e-03
MentHlth_11-15 -1.070504e-01 7.864843e-03
MentHlth_16-20 -1.070504e-01 7.864843e-03
MentHlth_21-25 -1.070504e-01 7.864843e-03
MentHlth_26-30 -1.070504e-01 7.864843e-03
PhysHlth_0 3.176261e-02 3.796394e-02
PhysHlth_1-5 3.176261e-02 3.796394e-02
PhysHlth_6-10 3.176261e-02 3.796394e-02
PhysHlth_11-15 3.176261e-02 3.796394e-02
PhysHlth_16-20 3.176261e-02 3.796394e-02
PhysHlth_21-25 3.176261e-02 3.796394e-02
PhysHlth_26-30 3.176261e-02 3.796394e-02
Education_Never attended school or only kinderg... 4.648608e-03 4.451124e-03
Education_Elementary 2.741463e-02 -1.069324e-01
Education_Some high school 2.741463e-02 -1.069324e-01
Education_High school graduate 2.741463e-02 -1.069324e-01
Education_Some college or technical school 2.741463e-02 -1.069324e-01
Education_College graduate 2.741463e-02 -1.069324e-01
Income_Less than $10,000 6.784250e-02 2.631577e-02
Income_$10,000-$14,999 6.784250e-02 2.631577e-02
Income_$15,000-$19,999 6.784250e-02 2.631577e-02
Income_$20,000-$24,999 6.784250e-02 2.631577e-02
Income_$25,000-$34,999 6.784250e-02 2.631577e-02
Income_$35,000-$49,999 6.784250e-02 2.631577e-02
Income_$50,000-$74,999 6.784250e-02 2.631577e-02
Income_$75,000 or more 6.784250e-02 2.631577e-02
Sex_Female 5.870845e-02 3.295387e-02
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 5.870845e-02 3.295387e-02
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_4:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.098514 0.488184 0.799907 -0.110986 -0.758632 -0.269842 -0.597904
1 -1.048176 -0.177703 -0.654485 0.314032 0.843025 -0.164731 0.778465
2 0.155894 -0.815433 0.892376 0.141612 -0.646602 0.438277 0.330750
3 0.298246 -0.882103 -0.140217 0.246415 -0.722767 0.720609 0.793214
4 0.277301 -0.547035 0.806740 0.104536 -0.298081 0.350875 0.240082
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.218295 -0.533257 0.294863 ... 0.0 0.0 3.090101e-17 -5.551115e-17
1 -0.703178 -0.223980 -0.007533 ... 0.0 0.0 3.090101e-17 -5.551115e-17
2 0.993272 -0.018510 0.099853 ... 0.0 0.0 3.090101e-17 -1.110223e-16
3 0.046286 -0.316275 -0.602593 ... 0.0 0.0 3.090101e-17 -3.885781e-16
4 0.739889 -0.221558 -0.637821 ... 0.0 0.0 3.090101e-17 0.000000e+00
PC53 PC54 PC55 PC56 PC57 \
0 1.554312e-15 7.216450e-16 -2.220446e-16 -4.024558e-16 -2.220446e-16
1 6.661338e-16 -8.326673e-17 -5.551115e-17 1.526557e-16 1.110223e-16
2 2.220446e-16 1.387779e-16 0.000000e+00 2.081668e-16 4.440892e-16
3 -6.661338e-16 3.885781e-16 2.220446e-16 -7.910339e-16 8.881784e-16
4 -6.661338e-16 -2.775558e-17 1.665335e-16 4.163336e-17 -2.220446e-16
PC58
0 1.110223e-16
1 -1.110223e-16
2 7.216450e-16
3 0.000000e+00
4 4.440892e-16
[5 rows x 58 columns]
For Subset_4, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_5:
[1.02161754e-01 9.28402712e-02 7.86318974e-02 6.97192064e-02
6.58300314e-02 6.05434737e-02 5.49250006e-02 5.08661895e-02
4.34533695e-02 4.17356728e-02 3.16280490e-02 3.01849692e-02
2.78911853e-02 2.48092273e-02 2.27399120e-02 2.10638089e-02
1.87453379e-02 1.79520473e-02 1.57319888e-02 1.52102620e-02
1.45973658e-02 1.33971002e-02 1.21503795e-02 1.01941811e-02
9.62310725e-03 9.26424085e-03 7.87051351e-03 7.13788646e-03
6.39822432e-03 5.24692362e-03 3.68210210e-03 3.02760510e-03
2.43021419e-03 1.75854773e-03 1.35557024e-03 1.30861798e-03
1.27016730e-03 1.13464373e-03 8.89538749e-04 5.99415698e-04
1.56095590e-17 1.20969229e-17 1.00940985e-17 2.20570586e-18
1.76009453e-18 1.19669810e-19 2.62894048e-34 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_5:
[0.10216175 0.19500203 0.27363392 0.34335313 0.40918316 0.46972663
0.52465164 0.57551782 0.61897119 0.66070687 0.69233492 0.72251989
0.75041107 0.7752203 0.79796021 0.81902402 0.83776936 0.8557214
0.87145339 0.88666365 0.90126102 0.91465812 0.9268085 0.93700268
0.94662579 0.95589003 0.96376054 0.97089843 0.97729665 0.98254358
0.98622568 0.98925328 0.9916835 0.99344205 0.99479762 0.99610623
0.9973764 0.99851105 0.99940058 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_5:
PC1 \
HighBP -6.164308e-02
HighChol -5.167090e-02
CholCheck 1.893331e-02
Smoker -1.523732e-01
Stroke -4.632853e-03
HeartDiseaseorAttack -5.471739e-03
PhysActivity 4.235161e-02
Fruits 8.904666e-02
Veggies 6.096528e-02
HvyAlcoholConsump -2.093288e-02
AnyHealthcare 4.425955e-02
NoDocbcCost -7.983254e-02
DiffWalk -1.674558e-02
BMI_Underweight -6.776264e-21
BMI_Healthy weight -3.388132e-21
BMI_Overweight -1.925641e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.539791e-01
GenHlth_Very good -1.406293e-01
GenHlth_Good -1.704177e-01
GenHlth_Fair -3.324836e-02
GenHlth_Poor -9.683777e-03
MentHlth_0 5.153082e-01
MentHlth_1-5 -3.515225e-01
MentHlth_6-10 -5.180823e-02
MentHlth_11-15 -4.908892e-02
MentHlth_16-20 -1.723811e-02
MentHlth_21-25 -4.358234e-03
MentHlth_26-30 -4.129221e-02
PhysHlth_0 3.958135e-01
PhysHlth_1-5 -3.195049e-01
PhysHlth_6-10 -3.264194e-02
PhysHlth_11-15 -1.035773e-02
PhysHlth_16-20 -6.449871e-03
PhysHlth_21-25 -3.911446e-03
PhysHlth_26-30 -2.294761e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary 1.387134e-03
Education_Some high school -1.883061e-02
Education_High school graduate -4.913221e-02
Education_Some college or technical school -1.740363e-01
Education_College graduate 2.406120e-01
Income_Less than $10,000 -9.587920e-03
Income_$10,000-$14,999 -1.322545e-02
Income_$15,000-$19,999 -2.996290e-02
Income_$20,000-$24,999 -3.521815e-02
Income_$25,000-$34,999 -4.563753e-02
Income_$35,000-$49,999 -3.755310e-02
Income_$50,000-$74,999 4.168321e-02
Income_$75,000 or more 1.295018e-01
Sex_Female -0.000000e+00
Sex_Male -1.924954e-18
Age_18-29 -1.924954e-18
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 1.274456e-02
HighChol 3.148841e-02
CholCheck 3.468984e-03
Smoker -1.856604e-01
Stroke -2.392141e-03
HeartDiseaseorAttack -4.349309e-03
PhysActivity 6.000557e-02
Fruits -2.384792e-02
Veggies 6.247228e-02
HvyAlcoholConsump -7.936850e-03
AnyHealthcare 1.137587e-01
NoDocbcCost -4.937867e-02
DiffWalk -1.370879e-02
BMI_Underweight 4.336809e-19
BMI_Healthy weight -2.168404e-19
BMI_Overweight -1.774266e-17
BMI_Class 1 Obesity -4.065758e-20
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 4.235165e-22
GenHlth_Excellent -1.969850e-01
GenHlth_Very good 3.904015e-01
GenHlth_Good -1.647384e-01
GenHlth_Fair -2.309339e-02
GenHlth_Poor -5.584693e-03
MentHlth_0 -1.460825e-01
MentHlth_1-5 1.605005e-01
MentHlth_6-10 8.599458e-03
MentHlth_11-15 -1.287031e-02
MentHlth_16-20 3.773782e-03
MentHlth_21-25 -1.067633e-03
MentHlth_26-30 -1.285328e-02
PhysHlth_0 -1.049561e-01
PhysHlth_1-5 1.175678e-01
PhysHlth_6-10 2.205101e-03
PhysHlth_11-15 -2.003566e-03
PhysHlth_16-20 -4.078214e-03
PhysHlth_21-25 7.609415e-04
PhysHlth_26-30 -9.495977e-03
Education_Never attended school or only kinderg... -1.033364e-37
Education_Elementary -3.112307e-03
Education_Some high school -1.472479e-02
Education_High school graduate -2.589813e-01
Education_Some college or technical school -3.332428e-01
Education_College graduate 6.100611e-01
Income_Less than $10,000 -2.430134e-02
Income_$10,000-$14,999 -1.583681e-02
Income_$15,000-$19,999 -3.880990e-02
Income_$20,000-$24,999 -5.786901e-02
Income_$25,000-$34,999 -1.103434e-01
Income_$35,000-$49,999 -6.812418e-02
Income_$50,000-$74,999 4.252415e-02
Income_$75,000 or more 2.727604e-01
Sex_Female -0.000000e+00
Sex_Male -1.767827e-17
Age_18-29 -1.767827e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP 2.363984e-03
HighChol -3.922402e-02
CholCheck 1.058766e-02
Smoker 2.224919e-02
Stroke -4.347676e-03
HeartDiseaseorAttack -5.097155e-03
PhysActivity 1.017212e-02
Fruits 6.607912e-02
Veggies 4.702809e-02
HvyAlcoholConsump -1.442330e-02
AnyHealthcare 3.077490e-02
NoDocbcCost -1.817040e-02
DiffWalk -1.320496e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 5.996474e-17
BMI_Class 1 Obesity 1.040834e-17
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -3.318495e-01
GenHlth_Very good 6.708092e-01
GenHlth_Good -3.097384e-01
GenHlth_Fair -2.433545e-02
GenHlth_Poor -4.885852e-03
MentHlth_0 2.434531e-01
MentHlth_1-5 -1.893472e-01
MentHlth_6-10 -1.277196e-02
MentHlth_11-15 -1.964765e-02
MentHlth_16-20 -5.128731e-03
MentHlth_21-25 -4.263648e-03
MentHlth_26-30 -1.229392e-02
PhysHlth_0 1.371267e-01
PhysHlth_1-5 -9.461210e-02
PhysHlth_6-10 -1.963689e-02
PhysHlth_11-15 -7.129667e-03
PhysHlth_16-20 -2.909890e-03
PhysHlth_21-25 -8.288739e-04
PhysHlth_26-30 -1.200924e-02
Education_Never attended school or only kinderg... 4.525287e-34
Education_Elementary -1.156514e-04
Education_Some high school -1.564348e-02
Education_High school graduate -5.362746e-02
Education_Some college or technical school 3.464089e-01
Education_College graduate -2.770223e-01
Income_Less than $10,000 -7.654019e-03
Income_$10,000-$14,999 2.528928e-03
Income_$15,000-$19,999 9.122604e-03
Income_$20,000-$24,999 3.523322e-03
Income_$25,000-$34,999 -2.057346e-02
Income_$35,000-$49,999 5.034740e-02
Income_$50,000-$74,999 3.091427e-02
Income_$75,000 or more -6.820904e-02
Sex_Female 0.000000e+00
Sex_Male 4.617239e-17
Age_18-29 4.617239e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -1.811275e-02
HighChol -5.267736e-02
CholCheck 3.693987e-03
Smoker -2.103161e-01
Stroke -8.371518e-04
HeartDiseaseorAttack -2.855648e-03
PhysActivity 1.222328e-01
Fruits 3.058770e-01
Veggies 1.998767e-01
HvyAlcoholConsump -2.785373e-02
AnyHealthcare 7.369664e-02
NoDocbcCost -4.380210e-02
DiffWalk 2.571582e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight 1.665335e-16
BMI_Overweight 2.096115e-16
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity 1.734723e-18
GenHlth_Excellent 3.228186e-01
GenHlth_Very good -1.564489e-01
GenHlth_Good -1.535575e-01
GenHlth_Fair -1.297557e-02
GenHlth_Poor 1.633268e-04
MentHlth_0 -8.533031e-02
MentHlth_1-5 8.669981e-02
MentHlth_6-10 -2.094275e-03
MentHlth_11-15 -4.248824e-03
MentHlth_16-20 -6.781832e-03
MentHlth_21-25 4.887559e-04
MentHlth_26-30 1.126668e-02
PhysHlth_0 -1.727633e-01
PhysHlth_1-5 1.709846e-01
PhysHlth_6-10 -2.284994e-03
PhysHlth_11-15 3.509759e-03
PhysHlth_16-20 -5.261144e-03
PhysHlth_21-25 3.679261e-03
PhysHlth_26-30 2.135757e-03
Education_Never attended school or only kinderg... 1.237801e-32
Education_Elementary -1.351451e-03
Education_Some high school -7.490030e-03
Education_High school graduate -4.737366e-01
Education_Some college or technical school 5.389151e-01
Education_College graduate -5.633705e-02
Income_Less than $10,000 -1.107897e-03
Income_$10,000-$14,999 -7.230451e-03
Income_$15,000-$19,999 -2.545427e-02
Income_$20,000-$24,999 -2.710324e-03
Income_$25,000-$34,999 -4.664884e-02
Income_$35,000-$49,999 -8.114652e-02
Income_$50,000-$74,999 -3.707034e-02
Income_$75,000 or more 2.013686e-01
Sex_Female 0.000000e+00
Sex_Male 1.198306e-16
Age_18-29 1.198306e-16
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP 4.215050e-02
HighChol 2.511730e-02
CholCheck 1.133917e-02
Smoker 9.882651e-02
Stroke 1.775203e-03
HeartDiseaseorAttack -3.679637e-03
PhysActivity 1.450241e-02
Fruits -1.063679e-06
Veggies 5.727533e-02
HvyAlcoholConsump 1.241539e-02
AnyHealthcare 1.334616e-02
NoDocbcCost -1.196825e-02
DiffWalk -9.511585e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight 5.551115e-17
BMI_Overweight 5.521191e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -4.163336e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 7.128151e-02
GenHlth_Very good 4.210328e-02
GenHlth_Good -1.184739e-01
GenHlth_Fair 5.889274e-03
GenHlth_Poor -8.001781e-04
MentHlth_0 -4.454682e-01
MentHlth_1-5 4.133122e-01
MentHlth_6-10 3.522337e-02
MentHlth_11-15 -4.557936e-04
MentHlth_16-20 -2.736223e-04
MentHlth_21-25 1.039347e-03
MentHlth_26-30 -3.377270e-03
PhysHlth_0 5.194528e-01
PhysHlth_1-5 -4.776351e-01
PhysHlth_6-10 -1.910773e-02
PhysHlth_11-15 -4.534100e-03
PhysHlth_16-20 -3.549056e-03
PhysHlth_21-25 -2.350808e-03
PhysHlth_26-30 -1.227608e-02
Education_Never attended school or only kinderg... 4.648700e-32
Education_Elementary 1.464936e-03
Education_Some high school -2.805811e-03
Education_High school graduate 5.353494e-02
Education_Some college or technical school 5.792315e-02
Education_College graduate -1.101172e-01
Income_Less than $10,000 -1.406978e-03
Income_$10,000-$14,999 2.149653e-03
Income_$15,000-$19,999 -1.610766e-02
Income_$20,000-$24,999 -4.165866e-03
Income_$25,000-$34,999 -1.595270e-02
Income_$35,000-$49,999 -8.767568e-02
Income_$50,000-$74,999 -1.108870e-01
Income_$75,000 or more 2.340462e-01
Sex_Female 0.000000e+00
Sex_Male -6.893810e-18
Age_18-29 -6.893810e-18
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP -2.760741e-02
HighChol -1.970149e-02
CholCheck 2.166993e-02
Smoker 8.773519e-02
Stroke -3.404515e-04
HeartDiseaseorAttack 8.964281e-03
PhysActivity 4.858524e-02
Fruits 7.754586e-01
Veggies 3.408053e-01
HvyAlcoholConsump -2.100759e-02
AnyHealthcare -4.821237e-02
NoDocbcCost 3.438302e-02
DiffWalk 3.370530e-03
BMI_Underweight 2.255141e-17
BMI_Healthy weight 1.110223e-16
BMI_Overweight 4.565782e-17
BMI_Class 1 Obesity 3.330669e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -2.144812e-02
GenHlth_Very good 4.030197e-02
GenHlth_Good -1.735116e-02
GenHlth_Fair -5.532765e-03
GenHlth_Poor 4.030084e-03
MentHlth_0 -9.417811e-02
MentHlth_1-5 8.835900e-02
MentHlth_6-10 -7.801333e-03
MentHlth_11-15 3.775766e-03
MentHlth_16-20 3.238158e-03
MentHlth_21-25 3.830640e-03
MentHlth_26-30 2.775879e-03
PhysHlth_0 7.850958e-03
PhysHlth_1-5 -2.485669e-02
PhysHlth_6-10 8.909030e-03
PhysHlth_11-15 -2.588547e-03
PhysHlth_16-20 4.285590e-03
PhysHlth_21-25 3.658245e-03
PhysHlth_26-30 2.741412e-03
Education_Never attended school or only kinderg... 6.377717e-31
Education_Elementary 1.872496e-03
Education_Some high school 1.649446e-02
Education_High school graduate 1.558027e-01
Education_Some college or technical school -2.323790e-01
Education_College graduate 5.820938e-02
Income_Less than $10,000 -2.200249e-03
Income_$10,000-$14,999 4.445879e-03
Income_$15,000-$19,999 1.593782e-02
Income_$20,000-$24,999 1.779894e-02
Income_$25,000-$34,999 4.430092e-02
Income_$35,000-$49,999 9.242756e-02
Income_$50,000-$74,999 1.771046e-01
Income_$75,000 or more -3.498155e-01
Sex_Female 0.000000e+00
Sex_Male -5.900196e-17
Age_18-29 -5.900196e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 5.477063e-02
HighChol 3.651802e-02
CholCheck -5.499511e-03
Smoker 1.549758e-01
Stroke 5.062087e-03
HeartDiseaseorAttack 7.972463e-03
PhysActivity 9.322164e-03
Fruits 3.050966e-01
Veggies 1.614360e-01
HvyAlcoholConsump 3.536161e-02
AnyHealthcare -9.536460e-03
NoDocbcCost 1.823296e-02
DiffWalk 6.978383e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 2.094706e-17
BMI_Class 1 Obesity 2.775558e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent -2.835414e-01
GenHlth_Very good -3.296739e-02
GenHlth_Good 3.118136e-01
GenHlth_Fair 2.562700e-03
GenHlth_Poor 2.132463e-03
MentHlth_0 1.437073e-01
MentHlth_1-5 -1.829299e-01
MentHlth_6-10 1.907633e-02
MentHlth_11-15 9.706054e-03
MentHlth_16-20 1.065435e-02
MentHlth_21-25 1.707323e-03
MentHlth_26-30 -1.921487e-03
PhysHlth_0 -7.001185e-02
PhysHlth_1-5 3.226148e-02
PhysHlth_6-10 1.417497e-02
PhysHlth_11-15 4.198068e-03
PhysHlth_16-20 3.220730e-03
PhysHlth_21-25 1.628152e-03
PhysHlth_26-30 1.452845e-02
Education_Never attended school or only kinderg... 3.551586e-30
Education_Elementary 1.405931e-03
Education_Some high school 6.200247e-03
Education_High school graduate 1.575620e-01
Education_Some college or technical school -5.384600e-02
Education_College graduate -1.113222e-01
Income_Less than $10,000 -1.056752e-02
Income_$10,000-$14,999 -6.201603e-03
Income_$15,000-$19,999 -4.114299e-03
Income_$20,000-$24,999 -1.328553e-02
Income_$25,000-$34,999 1.828748e-03
Income_$35,000-$49,999 -1.853831e-01
Income_$50,000-$74,999 -3.972021e-01
Income_$75,000 or more 6.149255e-01
Sex_Female 0.000000e+00
Sex_Male -4.239605e-17
Age_18-29 -4.239605e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP -9.983334e-02
HighChol -7.443256e-02
CholCheck 1.156203e-02
Smoker -1.301632e-01
Stroke -4.595007e-03
HeartDiseaseorAttack -1.079982e-02
PhysActivity 6.252936e-02
Fruits -2.912150e-02
Veggies -4.877670e-04
HvyAlcoholConsump -1.125148e-02
AnyHealthcare 7.630644e-02
NoDocbcCost -6.752871e-02
DiffWalk 3.836462e-03
BMI_Underweight 2.775558e-17
BMI_Healthy weight -1.110223e-16
BMI_Overweight -1.235655e-17
BMI_Class 1 Obesity 8.326673e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.607896e-01
GenHlth_Very good 1.330824e-01
GenHlth_Good -5.028612e-01
GenHlth_Fair 9.325543e-03
GenHlth_Poor -3.362889e-04
MentHlth_0 -2.230433e-02
MentHlth_1-5 9.087495e-02
MentHlth_6-10 -2.505908e-02
MentHlth_11-15 -1.606680e-02
MentHlth_16-20 -5.237685e-03
MentHlth_21-25 -1.594699e-03
MentHlth_26-30 -2.061236e-02
PhysHlth_0 -2.342814e-01
PhysHlth_1-5 2.214835e-01
PhysHlth_6-10 1.025689e-02
PhysHlth_11-15 -1.567974e-03
PhysHlth_16-20 2.280913e-04
PhysHlth_21-25 -2.778924e-03
PhysHlth_26-30 6.659756e-03
Education_Never attended school or only kinderg... 8.347105e-30
Education_Elementary -8.523264e-05
Education_Some high school -1.197134e-02
Education_High school graduate 5.067234e-01
Education_Some college or technical school -2.289148e-01
Education_College graduate -2.657520e-01
Income_Less than $10,000 -1.161184e-02
Income_$10,000-$14,999 -8.079598e-04
Income_$15,000-$19,999 2.658324e-02
Income_$20,000-$24,999 1.490425e-02
Income_$25,000-$34,999 -3.892347e-03
Income_$35,000-$49,999 -7.328911e-02
Income_$50,000-$74,999 -1.331292e-01
Income_$75,000 or more 1.812429e-01
Sex_Female 0.000000e+00
Sex_Male -2.126227e-17
Age_18-29 -2.126227e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP 2.410546e-02
HighChol 5.365554e-03
CholCheck -3.135613e-02
Smoker 8.710823e-01
Stroke 5.449158e-04
HeartDiseaseorAttack 7.960271e-03
PhysActivity 1.186806e-02
Fruits -9.418993e-02
Veggies 1.111381e-01
HvyAlcoholConsump 1.393436e-01
AnyHealthcare -2.745774e-02
NoDocbcCost 6.905724e-02
DiffWalk -9.634839e-04
BMI_Underweight -1.665335e-16
BMI_Healthy weight 2.602085e-17
BMI_Overweight -1.718987e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 2.129552e-01
GenHlth_Very good 1.821225e-02
GenHlth_Good -2.572500e-01
GenHlth_Fair 1.946773e-02
GenHlth_Poor 6.614739e-03
MentHlth_0 1.217875e-02
MentHlth_1-5 -9.162993e-02
MentHlth_6-10 1.422952e-02
MentHlth_11-15 2.195480e-02
MentHlth_16-20 1.293343e-02
MentHlth_21-25 1.076167e-04
MentHlth_26-30 3.022581e-02
PhysHlth_0 -9.224144e-02
PhysHlth_1-5 6.997678e-02
PhysHlth_6-10 -4.529349e-03
PhysHlth_11-15 3.876779e-03
PhysHlth_16-20 9.729168e-03
PhysHlth_21-25 5.025821e-03
PhysHlth_26-30 8.162237e-03
Education_Never attended school or only kinderg... 1.104019e-27
Education_Elementary 5.593199e-03
Education_Some high school 1.259590e-02
Education_High school graduate -1.590577e-01
Education_Some college or technical school -4.076203e-03
Education_College graduate 1.449448e-01
Income_Less than $10,000 -2.389875e-02
Income_$10,000-$14,999 -1.564435e-02
Income_$15,000-$19,999 -1.326942e-02
Income_$20,000-$24,999 -6.003437e-02
Income_$25,000-$34,999 -1.075116e-02
Income_$35,000-$49,999 4.139478e-02
Income_$50,000-$74,999 2.217516e-02
Income_$75,000 or more 6.002811e-02
Sex_Female 0.000000e+00
Sex_Male -2.259305e-16
Age_18-29 -2.259305e-16
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP -1.306611e-01 ... 0.0
HighChol -7.578929e-02 ... 0.0
CholCheck -3.811595e-03 ... 0.0
Smoker -5.368916e-02 ... 0.0
Stroke -2.743605e-03 ... 0.0
HeartDiseaseorAttack -2.545997e-03 ... 0.0
PhysActivity -4.315054e-02 ... 0.0
Fruits -2.032913e-02 ... 0.0
Veggies 8.233912e-02 ... 0.0
HvyAlcoholConsump -4.537989e-02 ... 0.0
AnyHealthcare -2.661793e-04 ... 0.0
NoDocbcCost 2.690634e-02 ... 0.0
DiffWalk -1.886133e-02 ... 0.0
BMI_Underweight -3.469447e-17 ... 0.0
BMI_Healthy weight 8.326673e-17 ... 0.0
BMI_Overweight 4.327427e-17 ... 0.0
BMI_Class 1 Obesity -5.551115e-17 ... 0.0
BMI_Class 2 Obesity 1.387779e-17 ... 0.0
BMI_Class 3 Obesity 1.387779e-17 ... 0.0
GenHlth_Excellent 2.797214e-02 ... 0.0
GenHlth_Very good 5.279234e-03 ... 0.0
GenHlth_Good -2.417241e-02 ... 0.0
GenHlth_Fair -1.198530e-02 ... 0.0
GenHlth_Poor 2.906330e-03 ... 0.0
MentHlth_0 -2.838454e-03 ... 0.0
MentHlth_1-5 3.885976e-02 ... 0.0
MentHlth_6-10 4.179249e-03 ... 0.0
MentHlth_11-15 -3.610466e-02 ... 0.0
MentHlth_16-20 -2.149390e-03 ... 0.0
MentHlth_21-25 -1.455872e-03 ... 0.0
MentHlth_26-30 -4.906393e-04 ... 0.0
PhysHlth_0 1.537226e-02 ... 0.0
PhysHlth_1-5 -1.675304e-02 ... 0.0
PhysHlth_6-10 1.013240e-02 ... 0.0
PhysHlth_11-15 -1.483833e-03 ... 0.0
PhysHlth_16-20 -2.077194e-03 ... 0.0
PhysHlth_21-25 -2.361666e-03 ... 0.0
PhysHlth_26-30 -2.828928e-03 ... 0.0
Education_Never attended school or only kinderg... 3.776618e-28 ... 0.0
Education_Elementary -2.600314e-03 ... 0.0
Education_Some high school -7.639558e-04 ... 0.0
Education_High school graduate -6.769613e-02 ... 0.0
Education_Some college or technical school -1.746416e-02 ... 0.0
Education_College graduate 8.852456e-02 ... 0.0
Income_Less than $10,000 -2.864249e-03 ... 0.0
Income_$10,000-$14,999 -3.992559e-03 ... 0.0
Income_$15,000-$19,999 -1.575926e-02 ... 0.0
Income_$20,000-$24,999 -1.705057e-02 ... 0.0
Income_$25,000-$34,999 -4.121910e-02 ... 0.0
Income_$35,000-$49,999 7.557882e-01 ... 0.0
Income_$50,000-$74,999 -6.049297e-01 ... 0.0
Income_$75,000 or more -6.997280e-02 ... 0.0
Sex_Female 0.000000e+00 ... 0.0
Sex_Male 9.716243e-18 ... 0.0
Age_18-29 9.716243e-18 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 0.000000e+00
HighChol 0.0 -4.065863e-29
CholCheck 0.0 2.623222e-28
Smoker 0.0 -2.220126e-28
Stroke 0.0 -1.530977e-27
HeartDiseaseorAttack 0.0 6.548563e-27
PhysActivity 0.0 3.996307e-28
Fruits 0.0 -1.723889e-28
Veggies 0.0 3.172386e-29
HvyAlcoholConsump 0.0 2.458606e-28
AnyHealthcare 0.0 8.123465e-29
NoDocbcCost 0.0 3.002200e-28
DiffWalk 0.0 -7.083740e-28
BMI_Underweight 0.0 1.667522e-12
BMI_Healthy weight 0.0 1.192790e-12
BMI_Overweight 0.0 6.003631e-13
BMI_Class 1 Obesity 0.0 7.515264e-13
BMI_Class 2 Obesity 0.0 1.420210e-13
BMI_Class 3 Obesity 0.0 -6.661966e-14
GenHlth_Excellent 0.0 -6.817631e-13
GenHlth_Very good 0.0 -6.817631e-13
GenHlth_Good 0.0 -6.817631e-13
GenHlth_Fair 0.0 -6.817631e-13
GenHlth_Poor 0.0 -6.817631e-13
MentHlth_0 0.0 -4.238321e-13
MentHlth_1-5 0.0 -4.238321e-13
MentHlth_6-10 0.0 -4.238321e-13
MentHlth_11-15 0.0 -4.238321e-13
MentHlth_16-20 0.0 -4.238321e-13
MentHlth_21-25 0.0 -4.238321e-13
MentHlth_26-30 0.0 -4.238321e-13
PhysHlth_0 0.0 -1.567604e-13
PhysHlth_1-5 0.0 -1.567604e-13
PhysHlth_6-10 0.0 -1.567604e-13
PhysHlth_11-15 0.0 -1.567604e-13
PhysHlth_16-20 0.0 -1.567604e-13
PhysHlth_21-25 0.0 -1.567604e-13
PhysHlth_26-30 0.0 -1.567604e-13
Education_Never attended school or only kinderg... 0.0 8.836244e-12
Education_Elementary 0.0 -5.455249e-14
Education_Some high school 0.0 -5.455249e-14
Education_High school graduate 0.0 -5.455249e-14
Education_Some college or technical school 0.0 -5.455249e-14
Education_College graduate 0.0 -5.455249e-14
Income_Less than $10,000 0.0 8.828225e-13
Income_$10,000-$14,999 0.0 8.828225e-13
Income_$15,000-$19,999 0.0 8.828225e-13
Income_$20,000-$24,999 0.0 8.828225e-13
Income_$25,000-$34,999 0.0 8.828225e-13
Income_$35,000-$49,999 0.0 8.828225e-13
Income_$50,000-$74,999 0.0 8.828225e-13
Income_$75,000 or more 0.0 8.828225e-13
Sex_Female 0.0 9.998010e-01
Sex_Male 0.0 1.410510e-02
Age_18-29 0.0 -1.410510e-02
Age_30-49 1.0 0.000000e+00
Age_50-64 0.0 0.000000e+00
Age_65+ 0.0 0.000000e+00
PC52 \
HighBP -0.000000e+00
HighChol 5.937335e-18
CholCheck 2.806524e-17
Smoker -2.954028e-19
Stroke 7.598285e-17
HeartDiseaseorAttack -1.463254e-16
PhysActivity 4.521890e-18
Fruits -1.435815e-18
Veggies 3.404245e-18
HvyAlcoholConsump 2.585910e-18
AnyHealthcare 9.534330e-18
NoDocbcCost 7.362443e-18
DiffWalk -1.626151e-17
BMI_Underweight -3.719057e-03
BMI_Healthy weight -4.193037e-04
BMI_Overweight 1.032352e-02
BMI_Class 1 Obesity 1.200803e-02
BMI_Class 2 Obesity -4.481750e-03
BMI_Class 3 Obesity -5.951048e-03
GenHlth_Excellent -1.450773e-03
GenHlth_Very good -1.450773e-03
GenHlth_Good -1.450773e-03
GenHlth_Fair -1.450773e-03
GenHlth_Poor -1.450773e-03
MentHlth_0 1.717295e-03
MentHlth_1-5 1.717295e-03
MentHlth_6-10 1.717295e-03
MentHlth_11-15 1.717295e-03
MentHlth_16-20 1.717295e-03
MentHlth_21-25 1.717295e-03
MentHlth_26-30 1.717295e-03
PhysHlth_0 7.897450e-03
PhysHlth_1-5 7.897450e-03
PhysHlth_6-10 7.897450e-03
PhysHlth_11-15 7.897450e-03
PhysHlth_16-20 7.897450e-03
PhysHlth_21-25 7.897450e-03
PhysHlth_26-30 7.897450e-03
Education_Never attended school or only kinderg... 9.991415e-01
Education_Elementary 2.519090e-04
Education_Some high school 2.519090e-04
Education_High school graduate 2.519090e-04
Education_Some college or technical school 2.519090e-04
Education_College graduate 2.519090e-04
Income_Less than $10,000 9.894419e-03
Income_$10,000-$14,999 9.894419e-03
Income_$15,000-$19,999 9.894419e-03
Income_$20,000-$24,999 9.894419e-03
Income_$25,000-$34,999 9.894419e-03
Income_$35,000-$49,999 9.894419e-03
Income_$50,000-$74,999 9.894419e-03
Income_$75,000 or more 9.894419e-03
Sex_Female 2.220446e-16
Sex_Male -8.509074e-03
Age_18-29 -8.509074e-03
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol 1.313199e-16
CholCheck 7.439894e-16
Smoker 9.726993e-17
Stroke 6.096627e-15
HeartDiseaseorAttack -5.667431e-15
PhysActivity 1.219988e-16
Fruits -8.692504e-17
Veggies 8.209460e-17
HvyAlcoholConsump 1.681363e-17
AnyHealthcare 2.891673e-16
NoDocbcCost 2.255666e-16
DiffWalk -3.682569e-16
BMI_Underweight -1.598277e-01
BMI_Healthy weight -5.760847e-02
BMI_Overweight 3.370343e-01
BMI_Class 1 Obesity 4.292714e-01
BMI_Class 2 Obesity -6.506735e-02
BMI_Class 3 Obesity -9.082570e-02
GenHlth_Excellent 7.529009e-02
GenHlth_Very good 7.529009e-02
GenHlth_Good 7.529009e-02
GenHlth_Fair 7.529009e-02
GenHlth_Poor 7.529009e-02
MentHlth_0 7.559648e-02
MentHlth_1-5 7.559648e-02
MentHlth_6-10 7.559648e-02
MentHlth_11-15 7.559648e-02
MentHlth_16-20 7.559648e-02
MentHlth_21-25 7.559648e-02
MentHlth_26-30 7.559648e-02
PhysHlth_0 2.119169e-01
PhysHlth_1-5 2.119169e-01
PhysHlth_6-10 2.119169e-01
PhysHlth_11-15 2.119169e-01
PhysHlth_16-20 2.119169e-01
PhysHlth_21-25 2.119169e-01
PhysHlth_26-30 2.119169e-01
Education_Never attended school or only kinderg... -3.793454e-02
Education_Elementary 2.687381e-02
Education_Some high school 2.687381e-02
Education_High school graduate 2.687381e-02
Education_Some college or technical school 2.687381e-02
Education_College graduate 2.687381e-02
Income_Less than $10,000 1.555782e-01
Income_$10,000-$14,999 1.555782e-01
Income_$15,000-$19,999 1.555782e-01
Income_$20,000-$24,999 1.555782e-01
Income_$25,000-$34,999 1.555782e-01
Income_$35,000-$49,999 1.555782e-01
Income_$50,000-$74,999 1.555782e-01
Income_$75,000 or more 1.555782e-01
Sex_Female -0.000000e+00
Sex_Male -1.992391e-01
Age_18-29 -1.992391e-01
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol -7.264504e-17
CholCheck 1.631799e-16
Smoker 4.439373e-16
Stroke 2.742375e-17
HeartDiseaseorAttack -2.256042e-15
PhysActivity 1.890862e-16
Fruits 2.812949e-17
Veggies -2.019620e-17
HvyAlcoholConsump -8.411561e-17
AnyHealthcare 4.151576e-17
NoDocbcCost 1.128520e-16
DiffWalk 1.501050e-15
BMI_Underweight -1.796231e-02
BMI_Healthy weight -5.976497e-02
BMI_Overweight 9.425999e-02
BMI_Class 1 Obesity -1.502234e-01
BMI_Class 2 Obesity 1.827034e-01
BMI_Class 3 Obesity 2.709847e-01
GenHlth_Excellent 7.024131e-02
GenHlth_Very good 7.024131e-02
GenHlth_Good 7.024131e-02
GenHlth_Fair 7.024131e-02
GenHlth_Poor 7.024131e-02
MentHlth_0 -9.362211e-02
MentHlth_1-5 -9.362211e-02
MentHlth_6-10 -9.362211e-02
MentHlth_11-15 -9.362211e-02
MentHlth_16-20 -9.362211e-02
MentHlth_21-25 -9.362211e-02
MentHlth_26-30 -9.362211e-02
PhysHlth_0 1.482864e-01
PhysHlth_1-5 1.482864e-01
PhysHlth_6-10 1.482864e-01
PhysHlth_11-15 1.482864e-01
PhysHlth_16-20 1.482864e-01
PhysHlth_21-25 1.482864e-01
PhysHlth_26-30 1.482864e-01
Education_Never attended school or only kinderg... -2.830167e-05
Education_Elementary -1.894984e-01
Education_Some high school -1.894984e-01
Education_High school graduate -1.894984e-01
Education_Some college or technical school -1.894984e-01
Education_College graduate -1.894984e-01
Income_Less than $10,000 5.802806e-02
Income_$10,000-$14,999 5.802806e-02
Income_$15,000-$19,999 5.802806e-02
Income_$20,000-$24,999 5.802806e-02
Income_$25,000-$34,999 5.802806e-02
Income_$35,000-$49,999 5.802806e-02
Income_$50,000-$74,999 5.802806e-02
Income_$75,000 or more 5.802806e-02
Sex_Female 0.000000e+00
Sex_Male 4.535455e-01
Age_18-29 4.535455e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol 8.382120e-18
CholCheck -1.472505e-16
Smoker 1.640033e-16
Stroke 5.668860e-15
HeartDiseaseorAttack -4.830309e-15
PhysActivity -1.767944e-16
Fruits -6.355266e-17
Veggies 9.450003e-18
HvyAlcoholConsump -5.826558e-17
AnyHealthcare -7.938937e-17
NoDocbcCost 2.899436e-16
DiffWalk 9.261013e-16
BMI_Underweight 7.784310e-02
BMI_Healthy weight -3.264556e-01
BMI_Overweight 4.250854e-01
BMI_Class 1 Obesity 5.464822e-01
BMI_Class 2 Obesity 3.836491e-01
BMI_Class 3 Obesity 6.867249e-02
GenHlth_Excellent 6.097513e-03
GenHlth_Very good 6.097513e-03
GenHlth_Good 6.097513e-03
GenHlth_Fair 6.097513e-03
GenHlth_Poor 6.097513e-03
MentHlth_0 1.693890e-02
MentHlth_1-5 1.693890e-02
MentHlth_6-10 1.693890e-02
MentHlth_11-15 1.693890e-02
MentHlth_16-20 1.693890e-02
MentHlth_21-25 1.693890e-02
MentHlth_26-30 1.693890e-02
PhysHlth_0 -1.680941e-01
PhysHlth_1-5 -1.680941e-01
PhysHlth_6-10 -1.680941e-01
PhysHlth_11-15 -1.680941e-01
PhysHlth_16-20 -1.680941e-01
PhysHlth_21-25 -1.680941e-01
PhysHlth_26-30 -1.680941e-01
Education_Never attended school or only kinderg... 6.515719e-03
Education_Elementary -4.510277e-02
Education_Some high school -4.510277e-02
Education_High school graduate -4.510277e-02
Education_Some college or technical school -4.510277e-02
Education_College graduate -4.510277e-02
Income_Less than $10,000 -5.196199e-02
Income_$10,000-$14,999 -5.196199e-02
Income_$15,000-$19,999 -5.196199e-02
Income_$20,000-$24,999 -5.196199e-02
Income_$25,000-$34,999 -5.196199e-02
Income_$35,000-$49,999 -5.196199e-02
Income_$50,000-$74,999 -5.196199e-02
Income_$75,000 or more -5.196199e-02
Sex_Female -0.000000e+00
Sex_Male 1.102866e-01
Age_18-29 1.102866e-01
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC56 \
HighBP 2.919589e-17
HighChol -2.890798e-16
CholCheck 1.613846e-15
Smoker 6.393934e-16
Stroke 8.647517e-14
HeartDiseaseorAttack -4.842046e-14
PhysActivity -3.593146e-16
Fruits 4.325523e-16
Veggies 2.893622e-16
HvyAlcoholConsump 1.110440e-15
AnyHealthcare -2.008213e-17
NoDocbcCost -1.355294e-15
DiffWalk 2.673406e-15
BMI_Underweight -9.668647e-02
BMI_Healthy weight -1.760803e-01
BMI_Overweight -7.350656e-02
BMI_Class 1 Obesity -1.806449e-01
BMI_Class 2 Obesity -5.340939e-02
BMI_Class 3 Obesity 6.663557e-03
GenHlth_Excellent 3.047247e-01
GenHlth_Very good 3.047247e-01
GenHlth_Good 3.047247e-01
GenHlth_Fair 3.047247e-01
GenHlth_Poor 3.047247e-01
MentHlth_0 -7.234997e-02
MentHlth_1-5 -7.234997e-02
MentHlth_6-10 -7.234997e-02
MentHlth_11-15 -7.234997e-02
MentHlth_16-20 -7.234997e-02
MentHlth_21-25 -7.234997e-02
MentHlth_26-30 -7.234997e-02
PhysHlth_0 -1.614430e-01
PhysHlth_1-5 -1.614430e-01
PhysHlth_6-10 -1.614430e-01
PhysHlth_11-15 -1.614430e-01
PhysHlth_16-20 -1.614430e-01
PhysHlth_21-25 -1.614430e-01
PhysHlth_26-30 -1.614430e-01
Education_Never attended school or only kinderg... 1.166374e-07
Education_Elementary 3.307456e-02
Education_Some high school 3.307456e-02
Education_High school graduate 3.307456e-02
Education_Some college or technical school 3.307456e-02
Education_College graduate 3.307456e-02
Income_Less than $10,000 1.665372e-01
Income_$10,000-$14,999 1.665372e-01
Income_$15,000-$19,999 1.665372e-01
Income_$20,000-$24,999 1.665372e-01
Income_$25,000-$34,999 1.665372e-01
Income_$35,000-$49,999 1.665372e-01
Income_$50,000-$74,999 1.665372e-01
Income_$75,000 or more 1.665372e-01
Sex_Female -0.000000e+00
Sex_Male -6.322022e-02
Age_18-29 -6.322022e-02
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol -1.224139e-16 -1.176989e-16
CholCheck 2.627260e-16 1.194104e-17
Smoker -1.448158e-16 -1.443772e-17
Stroke -2.841640e-15 -3.328606e-15
HeartDiseaseorAttack 2.033748e-15 2.970475e-15
PhysActivity -2.760801e-16 8.663141e-17
Fruits 8.463464e-18 -7.827423e-17
Veggies 8.282741e-17 2.815403e-17
HvyAlcoholConsump 9.577569e-17 -1.525410e-16
AnyHealthcare -1.289532e-16 1.348241e-16
NoDocbcCost -1.694016e-16 4.699683e-17
DiffWalk 6.512457e-16 6.924409e-16
BMI_Underweight -4.059470e-01 -4.393939e-01
BMI_Healthy weight -1.061774e-01 6.354506e-01
BMI_Overweight 4.633387e-01 3.672068e-01
BMI_Class 1 Obesity -3.850628e-01 5.880792e-03
BMI_Class 2 Obesity 2.595729e-01 -2.364987e-01
BMI_Class 3 Obesity 1.539865e-01 -1.135985e-01
GenHlth_Excellent -1.099073e-01 2.493647e-02
GenHlth_Very good -1.099073e-01 2.493647e-02
GenHlth_Good -1.099073e-01 2.493647e-02
GenHlth_Fair -1.099073e-01 2.493647e-02
GenHlth_Poor -1.099073e-01 2.493647e-02
MentHlth_0 -1.413035e-01 4.282052e-02
MentHlth_1-5 -1.413035e-01 4.282052e-02
MentHlth_6-10 -1.413035e-01 4.282052e-02
MentHlth_11-15 -1.413035e-01 4.282052e-02
MentHlth_16-20 -1.413035e-01 4.282052e-02
MentHlth_21-25 -1.413035e-01 4.282052e-02
MentHlth_26-30 -1.413035e-01 4.282052e-02
PhysHlth_0 1.528644e-02 -1.035467e-01
PhysHlth_1-5 1.528644e-02 -1.035467e-01
PhysHlth_6-10 1.528644e-02 -1.035467e-01
PhysHlth_11-15 1.528644e-02 -1.035467e-01
PhysHlth_16-20 1.528644e-02 -1.035467e-01
PhysHlth_21-25 1.528644e-02 -1.035467e-01
PhysHlth_26-30 1.528644e-02 -1.035467e-01
Education_Never attended school or only kinderg... -1.299693e-03 8.350110e-04
Education_Elementary 1.648070e-01 -1.377534e-01
Education_Some high school 1.648070e-01 -1.377534e-01
Education_High school graduate 1.648070e-01 -1.377534e-01
Education_Some college or technical school 1.648070e-01 -1.377534e-01
Education_College graduate 1.648070e-01 -1.377534e-01
Income_Less than $10,000 -7.978585e-03 -1.121852e-02
Income_$10,000-$14,999 -7.978585e-03 -1.121852e-02
Income_$15,000-$19,999 -7.978585e-03 -1.121852e-02
Income_$20,000-$24,999 -7.978585e-03 -1.121852e-02
Income_$25,000-$34,999 -7.978585e-03 -1.121852e-02
Income_$35,000-$49,999 -7.978585e-03 -1.121852e-02
Income_$50,000-$74,999 -7.978585e-03 -1.121852e-02
Income_$75,000 or more -7.978585e-03 -1.121852e-02
Sex_Female 0.000000e+00 -0.000000e+00
Sex_Male -1.260337e-01 7.917921e-02
Age_18-29 -1.260337e-01 7.917921e-02
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_5:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.027098 -0.278675 1.008638 -0.109424 -0.023448 -0.919079 -0.385069
1 -0.049272 -0.632992 -0.564720 -0.142946 -0.988876 -0.218497 -0.178336
2 -0.393836 0.067278 0.528199 -0.224416 -0.986452 0.559007 0.365711
3 -0.225080 -0.526961 -0.740810 -0.496536 0.751495 -0.315780 -0.959487
4 0.289070 -0.249752 0.736836 -0.607583 -0.007466 0.631570 0.271468
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.197835 -0.424071 -0.135686 ... 0.0 0.0 -7.855195e-19 3.469447e-18
1 1.230592 -0.042096 -0.035665 ... 0.0 0.0 -7.855195e-19 -1.040834e-17
2 1.022679 -0.360862 -0.067186 ... 0.0 0.0 -7.855195e-19 -1.734723e-17
3 0.864929 -0.392055 0.727101 ... 0.0 0.0 -7.855195e-19 -1.040834e-17
4 0.563830 -0.518187 -0.072287 ... 0.0 0.0 -7.855195e-19 -3.469447e-18
PC53 PC54 PC55 PC56 PC57 \
0 3.885781e-16 -1.110223e-16 -5.551115e-17 -1.942890e-16 -2.775558e-16
1 -5.551115e-17 -2.220446e-16 -5.551115e-17 3.053113e-16 1.665335e-16
2 2.775558e-16 1.110223e-16 -5.551115e-17 7.771561e-16 -1.110223e-16
3 5.551115e-17 -2.220446e-16 5.551115e-17 -6.383782e-16 5.551115e-17
4 5.551115e-17 0.000000e+00 -1.110223e-16 -8.881784e-16 2.220446e-16
PC58
0 1.110223e-16
1 -2.220446e-16
2 -2.220446e-16
3 0.000000e+00
4 -2.220446e-16
[5 rows x 58 columns]
For Subset_5, retain 21 components to explain 90% of the variance.
Explained Variance for Subset_6:
[1.01464979e-01 9.73392452e-02 7.97877209e-02 6.56625771e-02
6.09730912e-02 5.10184948e-02 4.89712523e-02 4.44543078e-02
3.97415434e-02 3.63431022e-02 3.05405912e-02 2.96978194e-02
2.91088126e-02 2.67890883e-02 2.50236805e-02 2.40622676e-02
2.08334077e-02 2.03003133e-02 1.81708540e-02 1.58715194e-02
1.48604922e-02 1.39910614e-02 1.34405314e-02 1.24470178e-02
1.14327871e-02 1.03492290e-02 9.62838792e-03 7.77971698e-03
7.56233340e-03 7.11645570e-03 6.26809183e-03 5.23420462e-03
3.58994502e-03 2.27265338e-03 2.21634001e-03 1.80484698e-03
1.41132621e-03 8.30191470e-04 7.84947909e-04 5.41348058e-04
2.83424150e-04 1.31833076e-17 1.26166630e-17 8.22126523e-18
5.04714165e-18 3.58240689e-18 6.29969679e-19 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_6:
[0.10146498 0.19880422 0.27859194 0.34425452 0.40522761 0.45624611
0.50521736 0.54967167 0.58941321 0.62575631 0.6562969 0.68599472
0.71510354 0.74189262 0.76691631 0.79097857 0.81181198 0.83211229
0.85028315 0.86615467 0.88101516 0.89500622 0.90844675 0.92089377
0.93232656 0.94267579 0.95230417 0.96008389 0.96764622 0.97476268
0.98103077 0.98626498 0.98985492 0.99212758 0.99434392 0.99614876
0.99756009 0.99839028 0.99917523 0.99971658 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_6:
PC1 \
HighBP -1.635900e-02
HighChol -4.557774e-02
CholCheck 4.211503e-03
Smoker -4.676020e-02
Stroke -1.552421e-03
HeartDiseaseorAttack -4.355499e-05
PhysActivity -2.109623e-02
Fruits 1.114132e-01
Veggies -9.364472e-03
HvyAlcoholConsump -4.552919e-02
AnyHealthcare -4.631022e-02
NoDocbcCost -4.233520e-02
DiffWalk -1.964548e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -3.388132e-21
BMI_Overweight 2.591653e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -6.617445e-24
GenHlth_Excellent 1.519660e-01
GenHlth_Very good -5.250265e-02
GenHlth_Good -6.246491e-02
GenHlth_Fair -2.958938e-02
GenHlth_Poor -7.409014e-03
MentHlth_0 5.196282e-01
MentHlth_1-5 -3.387383e-01
MentHlth_6-10 -7.512098e-02
MentHlth_11-15 -4.061349e-02
MentHlth_16-20 -1.868316e-02
MentHlth_21-25 -1.137213e-02
MentHlth_26-30 -3.510009e-02
PhysHlth_0 5.148488e-01
PhysHlth_1-5 -4.451972e-01
PhysHlth_6-10 -3.335486e-02
PhysHlth_11-15 -1.624143e-02
PhysHlth_16-20 -2.813905e-03
PhysHlth_21-25 -3.214079e-03
PhysHlth_26-30 -1.402732e-02
Education_Never attended school or only kinderg... 8.861448e-04
Education_Elementary 7.700493e-03
Education_Some high school 7.215364e-03
Education_High school graduate 5.359714e-02
Education_Some college or technical school 1.573779e-01
Education_College graduate -2.267770e-01
Income_Less than $10,000 -6.469954e-03
Income_$10,000-$14,999 1.458298e-02
Income_$15,000-$19,999 2.150700e-02
Income_$20,000-$24,999 1.914241e-02
Income_$25,000-$34,999 2.200585e-02
Income_$35,000-$49,999 1.593193e-02
Income_$50,000-$74,999 -1.139066e-02
Income_$75,000 or more -7.530956e-02
Sex_Female 2.591678e-17
Sex_Male 0.000000e+00
Age_18-29 2.591678e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -2.368950e-02
HighChol -8.624715e-04
CholCheck 1.151152e-02
Smoker -1.841902e-01
Stroke -2.480096e-03
HeartDiseaseorAttack -2.832734e-03
PhysActivity 1.232712e-01
Fruits 1.264770e-01
Veggies 1.045759e-01
HvyAlcoholConsump -1.565742e-02
AnyHealthcare 8.352156e-02
NoDocbcCost -9.850472e-02
DiffWalk -2.978561e-02
BMI_Underweight 2.710505e-20
BMI_Healthy weight 1.355253e-20
BMI_Overweight 1.367235e-17
BMI_Class 1 Obesity -4.235165e-22
BMI_Class 2 Obesity 5.293956e-23
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 8.261321e-02
GenHlth_Very good 3.154407e-01
GenHlth_Good -3.317454e-01
GenHlth_Fair -5.766739e-02
GenHlth_Poor -8.641127e-03
MentHlth_0 5.961031e-02
MentHlth_1-5 9.011349e-02
MentHlth_6-10 -3.728278e-02
MentHlth_11-15 -3.381571e-02
MentHlth_16-20 -2.414289e-02
MentHlth_21-25 -7.858212e-03
MentHlth_26-30 -4.662419e-02
PhysHlth_0 2.282170e-01
PhysHlth_1-5 -1.294263e-01
PhysHlth_6-10 -4.312805e-02
PhysHlth_11-15 -3.164886e-02
PhysHlth_16-20 -7.162339e-03
PhysHlth_21-25 -9.918322e-04
PhysHlth_26-30 -1.585957e-02
Education_Never attended school or only kinderg... -3.769735e-06
Education_Elementary -5.254662e-03
Education_Some high school -2.734940e-02
Education_High school graduate -1.469244e-01
Education_Some college or technical school -3.910553e-01
Education_College graduate 5.705876e-01
Income_Less than $10,000 -5.141837e-02
Income_$10,000-$14,999 -3.384914e-02
Income_$15,000-$19,999 -9.060738e-02
Income_$20,000-$24,999 -1.085845e-01
Income_$25,000-$34,999 -3.266150e-02
Income_$35,000-$49,999 2.218096e-02
Income_$50,000-$74,999 3.145929e-02
Income_$75,000 or more 2.634806e-01
Sex_Female 1.367552e-17
Sex_Male -0.000000e+00
Age_18-29 1.367552e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -2.619868e-03
HighChol -3.471248e-03
CholCheck -1.025664e-02
Smoker 5.630858e-02
Stroke 3.201674e-03
HeartDiseaseorAttack 7.659845e-04
PhysActivity 4.724767e-02
Fruits 7.212407e-02
Veggies 1.103455e-01
HvyAlcoholConsump -1.118796e-02
AnyHealthcare 6.869514e-03
NoDocbcCost 3.277096e-02
DiffWalk -8.184452e-03
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight 2.274820e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.355253e-20
BMI_Class 3 Obesity -3.388132e-21
GenHlth_Excellent -2.571513e-01
GenHlth_Very good 6.500575e-01
GenHlth_Good -3.632826e-01
GenHlth_Fair -2.396443e-02
GenHlth_Poor -5.659285e-03
MentHlth_0 -1.375462e-01
MentHlth_1-5 1.187312e-01
MentHlth_6-10 2.705808e-02
MentHlth_11-15 2.346773e-03
MentHlth_16-20 -2.563688e-03
MentHlth_21-25 -5.829619e-03
MentHlth_26-30 -2.196520e-03
PhysHlth_0 3.466415e-02
PhysHlth_1-5 -2.050130e-02
PhysHlth_6-10 -9.721550e-04
PhysHlth_11-15 -1.958314e-03
PhysHlth_16-20 1.502720e-03
PhysHlth_21-25 -3.785875e-03
PhysHlth_26-30 -8.949224e-03
Education_Never attended school or only kinderg... 6.407066e-04
Education_Elementary -8.637080e-03
Education_Some high school -1.949895e-02
Education_High school graduate -1.245179e-01
Education_Some college or technical school 4.561818e-01
Education_College graduate -3.041686e-01
Income_Less than $10,000 -3.330283e-02
Income_$10,000-$14,999 -5.741576e-03
Income_$15,000-$19,999 1.600140e-02
Income_$20,000-$24,999 6.734070e-03
Income_$25,000-$34,999 6.677981e-03
Income_$35,000-$49,999 -1.832028e-02
Income_$50,000-$74,999 2.323834e-02
Income_$75,000 or more 4.712901e-03
Sex_Female 2.262936e-17
Sex_Male -0.000000e+00
Age_18-29 2.262936e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP -9.744079e-03
HighChol 5.578921e-03
CholCheck 6.855871e-03
Smoker 1.755783e-03
Stroke -5.116545e-03
HeartDiseaseorAttack -1.024288e-03
PhysActivity 4.272765e-02
Fruits 1.338311e-01
Veggies 7.716824e-02
HvyAlcoholConsump -1.178823e-02
AnyHealthcare 1.462922e-02
NoDocbcCost -4.432420e-02
DiffWalk 2.502683e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight 1.387779e-17
BMI_Overweight 5.398591e-17
BMI_Class 1 Obesity -1.734723e-18
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.084202e-19
GenHlth_Excellent -3.959940e-02
GenHlth_Very good 1.465982e-01
GenHlth_Good -1.074111e-01
GenHlth_Fair 5.132065e-03
GenHlth_Poor -4.719718e-03
MentHlth_0 5.417219e-01
MentHlth_1-5 -4.748278e-01
MentHlth_6-10 -2.345242e-02
MentHlth_11-15 -1.567168e-02
MentHlth_16-20 -6.964463e-03
MentHlth_21-25 4.254035e-03
MentHlth_26-30 -2.505958e-02
PhysHlth_0 -4.588473e-01
PhysHlth_1-5 4.400402e-01
PhysHlth_6-10 6.883334e-03
PhysHlth_11-15 2.754707e-03
PhysHlth_16-20 2.101557e-03
PhysHlth_21-25 -4.398849e-06
PhysHlth_26-30 7.071851e-03
Education_Never attended school or only kinderg... -1.450296e-03
Education_Elementary 2.143147e-03
Education_Some high school -6.838558e-03
Education_High school graduate -6.744591e-02
Education_Some college or technical school 8.955375e-03
Education_College graduate 6.463624e-02
Income_Less than $10,000 3.823716e-03
Income_$10,000-$14,999 -2.003923e-02
Income_$15,000-$19,999 8.308738e-03
Income_$20,000-$24,999 -9.715743e-03
Income_$25,000-$34,999 -3.796669e-02
Income_$35,000-$49,999 5.076544e-03
Income_$50,000-$74,999 1.399934e-02
Income_$75,000 or more 3.651333e-02
Sex_Female 5.902046e-17
Sex_Male 0.000000e+00
Age_18-29 5.902046e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -4.612329e-03
HighChol -6.990701e-03
CholCheck 6.222403e-03
Smoker -1.306931e-01
Stroke -2.810555e-04
HeartDiseaseorAttack -3.798717e-05
PhysActivity 1.137871e-01
Fruits 6.222808e-01
Veggies 2.960360e-01
HvyAlcoholConsump 1.215843e-02
AnyHealthcare 3.382045e-02
NoDocbcCost -1.000822e-02
DiffWalk -1.617044e-03
BMI_Underweight 1.110223e-16
BMI_Healthy weight -5.551115e-17
BMI_Overweight -7.443030e-19
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 2.928992e-01
GenHlth_Very good -3.250342e-01
GenHlth_Good 5.632541e-02
GenHlth_Fair -1.872619e-02
GenHlth_Poor -5.464152e-03
MentHlth_0 -1.030433e-01
MentHlth_1-5 1.476182e-01
MentHlth_6-10 -3.465559e-03
MentHlth_11-15 -1.560092e-02
MentHlth_16-20 -1.054432e-02
MentHlth_21-25 3.676573e-03
MentHlth_26-30 -1.864073e-02
PhysHlth_0 -6.675818e-02
PhysHlth_1-5 3.804046e-02
PhysHlth_6-10 1.106516e-02
PhysHlth_11-15 1.122686e-02
PhysHlth_16-20 -1.559463e-03
PhysHlth_21-25 1.896808e-03
PhysHlth_26-30 6.088351e-03
Education_Never attended school or only kinderg... 7.110550e-04
Education_Elementary 1.118773e-03
Education_Some high school -2.494494e-02
Education_High school graduate -3.264852e-01
Education_Some college or technical school 3.522510e-01
Education_College graduate -2.650690e-03
Income_Less than $10,000 -3.903672e-02
Income_$10,000-$14,999 -2.130043e-02
Income_$15,000-$19,999 -3.496351e-02
Income_$20,000-$24,999 -1.386067e-02
Income_$25,000-$34,999 -2.354853e-02
Income_$35,000-$49,999 1.661068e-02
Income_$50,000-$74,999 -3.417022e-02
Income_$75,000 or more 1.502694e-01
Sex_Female -2.371223e-17
Sex_Male -0.000000e+00
Age_18-29 -2.371223e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 3.469568e-02
HighChol 3.340395e-02
CholCheck 1.907775e-02
Smoker 1.141466e-01
Stroke 3.409584e-06
HeartDiseaseorAttack 2.618089e-03
PhysActivity 4.173981e-02
Fruits 5.765640e-01
Veggies 2.307780e-01
HvyAlcoholConsump 4.705832e-03
AnyHealthcare -5.805755e-02
NoDocbcCost 5.023947e-02
DiffWalk 1.888419e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -2.908230e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent -4.555567e-01
GenHlth_Very good 1.521217e-01
GenHlth_Good 3.206803e-01
GenHlth_Fair -2.332476e-02
GenHlth_Poor 6.079428e-03
MentHlth_0 -1.883240e-02
MentHlth_1-5 -1.001277e-02
MentHlth_6-10 1.877127e-03
MentHlth_11-15 2.472829e-02
MentHlth_16-20 -1.697137e-04
MentHlth_21-25 4.993780e-03
MentHlth_26-30 -2.584314e-03
PhysHlth_0 4.351189e-02
PhysHlth_1-5 -8.933212e-02
PhysHlth_6-10 1.474539e-02
PhysHlth_11-15 2.070236e-02
PhysHlth_16-20 -1.772453e-03
PhysHlth_21-25 1.741395e-03
PhysHlth_26-30 1.040354e-02
Education_Never attended school or only kinderg... 1.677378e-03
Education_Elementary 6.939844e-03
Education_Some high school 2.401335e-02
Education_High school graduate 3.170953e-01
Education_Some college or technical school -3.221620e-01
Education_College graduate -2.756384e-02
Income_Less than $10,000 2.784157e-02
Income_$10,000-$14,999 -7.421193e-03
Income_$15,000-$19,999 3.556859e-02
Income_$20,000-$24,999 5.151285e-02
Income_$25,000-$34,999 5.792405e-02
Income_$35,000-$49,999 4.426741e-02
Income_$50,000-$74,999 -4.576990e-02
Income_$75,000 or more -1.639234e-01
Sex_Female -3.872792e-17
Sex_Male -0.000000e+00
Age_18-29 -3.872792e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP 1.532381e-02
HighChol 4.898666e-02
CholCheck 3.351418e-03
Smoker 1.918250e-02
Stroke 9.549264e-04
HeartDiseaseorAttack 2.541047e-03
PhysActivity -3.319021e-02
Fruits -1.836537e-01
Veggies -4.715042e-02
HvyAlcoholConsump 3.568266e-02
AnyHealthcare 2.952823e-02
NoDocbcCost 2.213263e-02
DiffWalk 6.999776e-03
BMI_Underweight -1.647987e-17
BMI_Healthy weight 1.110223e-16
BMI_Overweight 3.168382e-17
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -4.572053e-01
GenHlth_Very good 2.542294e-02
GenHlth_Good 5.038912e-01
GenHlth_Fair -6.113206e-02
GenHlth_Poor -1.097671e-02
MentHlth_0 9.286475e-02
MentHlth_1-5 -1.106158e-01
MentHlth_6-10 1.358773e-02
MentHlth_11-15 9.660503e-03
MentHlth_16-20 5.040270e-03
MentHlth_21-25 -2.706953e-03
MentHlth_26-30 -7.830544e-03
PhysHlth_0 1.074621e-01
PhysHlth_1-5 -1.208032e-01
PhysHlth_6-10 1.227637e-02
PhysHlth_11-15 -6.872046e-04
PhysHlth_16-20 1.466599e-03
PhysHlth_21-25 -1.107372e-03
PhysHlth_26-30 1.392687e-03
Education_Never attended school or only kinderg... -2.515852e-03
Education_Elementary -1.869911e-03
Education_Some high school 6.657235e-03
Education_High school graduate -5.038100e-01
Education_Some college or technical school 2.361379e-01
Education_College graduate 2.654006e-01
Income_Less than $10,000 4.357170e-04
Income_$10,000-$14,999 -5.133544e-04
Income_$15,000-$19,999 -4.315813e-02
Income_$20,000-$24,999 -5.813742e-02
Income_$25,000-$34,999 -8.467532e-02
Income_$35,000-$49,999 7.931777e-02
Income_$50,000-$74,999 -8.408928e-02
Income_$75,000 or more 1.908200e-01
Sex_Female -5.400485e-17
Sex_Male 0.000000e+00
Age_18-29 -5.400485e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP 1.523589e-02
HighChol -1.720203e-02
CholCheck 1.209278e-02
Smoker 2.321277e-02
Stroke -5.161149e-04
HeartDiseaseorAttack -7.397583e-04
PhysActivity 2.306943e-02
Fruits -1.193309e-02
Veggies -2.108995e-02
HvyAlcoholConsump -2.657261e-02
AnyHealthcare 3.203505e-04
NoDocbcCost -1.308925e-01
DiffWalk 2.154335e-03
BMI_Underweight 2.775558e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight -7.428541e-17
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -5.049391e-02
GenHlth_Very good -7.465684e-03
GenHlth_Good 7.073344e-02
GenHlth_Fair -1.171512e-02
GenHlth_Poor -1.058717e-03
MentHlth_0 2.254800e-02
MentHlth_1-5 7.778555e-03
MentHlth_6-10 -2.968334e-02
MentHlth_11-15 6.449396e-03
MentHlth_16-20 8.364233e-03
MentHlth_21-25 -5.976134e-03
MentHlth_26-30 -9.480708e-03
PhysHlth_0 -1.044177e-02
PhysHlth_1-5 -3.005485e-03
PhysHlth_6-10 5.625296e-03
PhysHlth_11-15 1.019035e-02
PhysHlth_16-20 2.074900e-03
PhysHlth_21-25 -5.012835e-03
PhysHlth_26-30 5.695523e-04
Education_Never attended school or only kinderg... -8.159842e-04
Education_Elementary -1.575952e-03
Education_Some high school 4.734125e-03
Education_High school graduate 2.539987e-01
Education_Some college or technical school -3.219342e-02
Education_College graduate -2.241475e-01
Income_Less than $10,000 1.406373e-02
Income_$10,000-$14,999 3.832493e-03
Income_$15,000-$19,999 2.635658e-02
Income_$20,000-$24,999 1.147691e-02
Income_$25,000-$34,999 -4.100469e-02
Income_$35,000-$49,999 -4.346393e-01
Income_$50,000-$74,999 -3.259956e-01
Income_$75,000 or more 7.459098e-01
Sex_Female -2.240761e-17
Sex_Male -0.000000e+00
Age_18-29 -2.240761e-17
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 2.583715e-02
HighChol 6.281425e-03
CholCheck -3.790919e-02
Smoker 8.284461e-01
Stroke 4.379439e-03
HeartDiseaseorAttack -9.344905e-05
PhysActivity -6.480144e-02
Fruits -1.338341e-02
Veggies 2.089468e-01
HvyAlcoholConsump 7.909029e-02
AnyHealthcare -1.520527e-02
NoDocbcCost 2.081614e-01
DiffWalk 4.388535e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 7.703734e-17
BMI_Class 1 Obesity -6.245005e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 8.326673e-17
GenHlth_Excellent 1.422211e-01
GenHlth_Very good -5.640774e-02
GenHlth_Good -1.791803e-01
GenHlth_Fair 6.808617e-02
GenHlth_Poor 2.528079e-02
MentHlth_0 -5.143895e-02
MentHlth_1-5 -1.436362e-01
MentHlth_6-10 5.829820e-02
MentHlth_11-15 2.824370e-02
MentHlth_16-20 5.212958e-03
MentHlth_21-25 7.789389e-03
MentHlth_26-30 9.553089e-02
PhysHlth_0 -5.762624e-03
PhysHlth_1-5 -1.489854e-01
PhysHlth_6-10 6.820183e-02
PhysHlth_11-15 4.453151e-02
PhysHlth_16-20 4.689455e-03
PhysHlth_21-25 4.463611e-03
PhysHlth_26-30 3.286161e-02
Education_Never attended school or only kinderg... 2.832165e-03
Education_Elementary 9.413805e-05
Education_Some high school 2.991078e-02
Education_High school graduate -1.356242e-01
Education_Some college or technical school -5.126353e-02
Education_College graduate 1.540506e-01
Income_Less than $10,000 -6.888930e-03
Income_$10,000-$14,999 7.813475e-03
Income_$15,000-$19,999 -8.404683e-03
Income_$20,000-$24,999 1.253093e-01
Income_$25,000-$34,999 -2.052992e-02
Income_$35,000-$49,999 -3.151400e-02
Income_$50,000-$74,999 -1.307545e-01
Income_$75,000 or more 6.496923e-02
Sex_Female 7.432785e-17
Sex_Male 0.000000e+00
Age_18-29 7.432785e-17
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 6.383477e-03 ... 0.0
HighChol -4.046001e-03 ... 0.0
CholCheck 9.952092e-03 ... 0.0
Smoker 1.074014e-01 ... 0.0
Stroke -3.642844e-03 ... 0.0
HeartDiseaseorAttack -2.749541e-04 ... 0.0
PhysActivity 7.995350e-02 ... 0.0
Fruits 4.106847e-02 ... 0.0
Veggies -1.390660e-03 ... 0.0
HvyAlcoholConsump 1.492628e-03 ... 0.0
AnyHealthcare 8.020235e-02 ... 0.0
NoDocbcCost -8.836119e-02 ... 0.0
DiffWalk -1.689615e-02 ... 0.0
BMI_Underweight -6.938894e-17 ... 0.0
BMI_Healthy weight 4.996004e-16 ... 0.0
BMI_Overweight 2.210092e-17 ... 0.0
BMI_Class 1 Obesity 1.110223e-16 ... 0.0
BMI_Class 2 Obesity 1.387779e-16 ... 0.0
BMI_Class 3 Obesity -1.665335e-16 ... 0.0
GenHlth_Excellent -2.942930e-02 ... 0.0
GenHlth_Very good -1.586285e-02 ... 0.0
GenHlth_Good 9.995352e-02 ... 0.0
GenHlth_Fair -4.694968e-02 ... 0.0
GenHlth_Poor -7.711700e-03 ... 0.0
MentHlth_0 -2.392778e-02 ... 0.0
MentHlth_1-5 -6.737855e-02 ... 0.0
MentHlth_6-10 5.403112e-02 ... 0.0
MentHlth_11-15 4.693739e-03 ... 0.0
MentHlth_16-20 -4.995442e-03 ... 0.0
MentHlth_21-25 1.931502e-03 ... 0.0
MentHlth_26-30 3.564541e-02 ... 0.0
PhysHlth_0 2.862026e-02 ... 0.0
PhysHlth_1-5 -3.880474e-02 ... 0.0
PhysHlth_6-10 9.538242e-03 ... 0.0
PhysHlth_11-15 -9.986964e-03 ... 0.0
PhysHlth_16-20 4.897238e-03 ... 0.0
PhysHlth_21-25 3.203250e-03 ... 0.0
PhysHlth_26-30 2.532719e-03 ... 0.0
Education_Never attended school or only kinderg... -9.187810e-04 ... 0.0
Education_Elementary -2.261489e-03 ... 0.0
Education_Some high school -8.795245e-03 ... 0.0
Education_High school graduate -6.361396e-02 ... 0.0
Education_Some college or technical school 2.117026e-02 ... 0.0
Education_College graduate 5.441921e-02 ... 0.0
Income_Less than $10,000 1.964850e-03 ... 0.0
Income_$10,000-$14,999 -3.762006e-03 ... 0.0
Income_$15,000-$19,999 -2.228536e-02 ... 0.0
Income_$20,000-$24,999 -5.388117e-03 ... 0.0
Income_$25,000-$34,999 3.006227e-02 ... 0.0
Income_$35,000-$49,999 -6.521081e-01 ... 0.0
Income_$50,000-$74,999 7.091223e-01 ... 0.0
Income_$75,000 or more -5.760575e-02 ... 0.0
Sex_Female -1.461372e-17 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -1.461372e-17 ... 0.0
Age_30-49 -0.000000e+00 ... 0.0
Age_50-64 -0.000000e+00 ... 1.0
Age_65+ -0.000000e+00 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 -0.0 -0.000000e+00
HighChol 0.0 -0.0 8.640506e-26
CholCheck 0.0 -0.0 6.693788e-24
Smoker 0.0 -0.0 -8.307321e-26
Stroke 0.0 -0.0 2.695165e-24
HeartDiseaseorAttack 0.0 -0.0 -3.138197e-24
PhysActivity 0.0 -0.0 4.143226e-25
Fruits 0.0 -0.0 -2.343869e-25
Veggies 0.0 -0.0 1.705684e-25
HvyAlcoholConsump 0.0 -0.0 2.202796e-25
AnyHealthcare 0.0 -0.0 -1.355021e-24
NoDocbcCost 0.0 -0.0 1.882210e-25
DiffWalk 0.0 -0.0 4.544659e-25
BMI_Underweight 0.0 -0.0 3.891953e-13
BMI_Healthy weight 0.0 -0.0 1.574753e-13
BMI_Overweight 0.0 -0.0 -2.136018e-13
BMI_Class 1 Obesity 0.0 -0.0 3.231236e-13
BMI_Class 2 Obesity 0.0 -0.0 5.436420e-13
BMI_Class 3 Obesity 0.0 -0.0 5.413477e-13
GenHlth_Excellent 0.0 -0.0 4.397666e-14
GenHlth_Very good 0.0 -0.0 4.397666e-14
GenHlth_Good 0.0 -0.0 4.397666e-14
GenHlth_Fair 0.0 -0.0 4.397666e-14
GenHlth_Poor 0.0 -0.0 4.397666e-14
MentHlth_0 0.0 -0.0 -4.398744e-14
MentHlth_1-5 0.0 -0.0 -4.398744e-14
MentHlth_6-10 0.0 -0.0 -4.398744e-14
MentHlth_11-15 0.0 -0.0 -4.398744e-14
MentHlth_16-20 0.0 -0.0 -4.398744e-14
MentHlth_21-25 0.0 -0.0 -4.398744e-14
MentHlth_26-30 0.0 -0.0 -4.398744e-14
PhysHlth_0 0.0 -0.0 -1.136131e-13
PhysHlth_1-5 0.0 -0.0 -1.136131e-13
PhysHlth_6-10 0.0 -0.0 -1.136131e-13
PhysHlth_11-15 0.0 -0.0 -1.136131e-13
PhysHlth_16-20 0.0 -0.0 -1.136131e-13
PhysHlth_21-25 0.0 -0.0 -1.136131e-13
PhysHlth_26-30 0.0 -0.0 -1.136131e-13
Education_Never attended school or only kinderg... 0.0 -0.0 1.709802e-13
Education_Elementary 0.0 -0.0 1.709802e-13
Education_Some high school 0.0 -0.0 1.709802e-13
Education_High school graduate 0.0 -0.0 1.709802e-13
Education_Some college or technical school 0.0 -0.0 1.709802e-13
Education_College graduate 0.0 -0.0 1.709802e-13
Income_Less than $10,000 0.0 -0.0 -9.554972e-14
Income_$10,000-$14,999 0.0 -0.0 -9.554972e-14
Income_$15,000-$19,999 0.0 -0.0 -9.554972e-14
Income_$20,000-$24,999 0.0 -0.0 -9.554972e-14
Income_$25,000-$34,999 0.0 -0.0 -9.554972e-14
Income_$35,000-$49,999 0.0 -0.0 -9.554972e-14
Income_$50,000-$74,999 0.0 -0.0 -9.554972e-14
Income_$75,000 or more 0.0 -0.0 -9.554972e-14
Sex_Female 0.0 -0.0 -7.071068e-01
Sex_Male 0.0 1.0 -0.000000e+00
Age_18-29 0.0 -0.0 7.071068e-01
Age_30-49 1.0 -0.0 -0.000000e+00
Age_50-64 0.0 -0.0 -0.000000e+00
Age_65+ 0.0 -0.0 -0.000000e+00
PC53 \
HighBP 0.000000e+00
HighChol -1.005593e-16
CholCheck -9.710819e-16
Smoker -3.579260e-17
Stroke -1.517339e-16
HeartDiseaseorAttack 2.703162e-15
PhysActivity 1.004141e-16
Fruits -1.194879e-16
Veggies 4.090300e-17
HvyAlcoholConsump 4.574289e-17
AnyHealthcare 5.273237e-16
NoDocbcCost 7.220769e-18
DiffWalk -4.550202e-16
BMI_Underweight 1.249426e-01
BMI_Healthy weight -2.230721e-01
BMI_Overweight 2.591187e-02
BMI_Class 1 Obesity 3.648030e-01
BMI_Class 2 Obesity 8.399372e-02
BMI_Class 3 Obesity 1.880070e-01
GenHlth_Excellent 1.294243e-01
GenHlth_Very good 1.294243e-01
GenHlth_Good 1.294243e-01
GenHlth_Fair 1.294243e-01
GenHlth_Poor 1.294243e-01
MentHlth_0 1.927101e-01
MentHlth_1-5 1.927101e-01
MentHlth_6-10 1.927101e-01
MentHlth_11-15 1.927101e-01
MentHlth_16-20 1.927101e-01
MentHlth_21-25 1.927101e-01
MentHlth_26-30 1.927101e-01
PhysHlth_0 7.811233e-02
PhysHlth_1-5 7.811233e-02
PhysHlth_6-10 7.811233e-02
PhysHlth_11-15 7.811233e-02
PhysHlth_16-20 7.811233e-02
PhysHlth_21-25 7.811233e-02
PhysHlth_26-30 7.811233e-02
Education_Never attended school or only kinderg... 5.370858e-02
Education_Elementary 5.370858e-02
Education_Some high school 5.370858e-02
Education_High school graduate 5.370858e-02
Education_Some college or technical school 5.370858e-02
Education_College graduate 5.370858e-02
Income_Less than $10,000 1.366661e-01
Income_$10,000-$14,999 1.366661e-01
Income_$15,000-$19,999 1.366661e-01
Income_$20,000-$24,999 1.366661e-01
Income_$25,000-$34,999 1.366661e-01
Income_$35,000-$49,999 1.366661e-01
Income_$50,000-$74,999 1.366661e-01
Income_$75,000 or more 1.366661e-01
Sex_Female -3.204068e-01
Sex_Male 0.000000e+00
Age_18-29 -3.204068e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -1.641408e-16
HighChol 2.439890e-16
CholCheck 5.758238e-16
Smoker -5.276537e-17
Stroke 2.698413e-15
HeartDiseaseorAttack 3.536024e-15
PhysActivity 5.084832e-17
Fruits -2.166474e-17
Veggies 2.896528e-17
HvyAlcoholConsump 2.932463e-16
AnyHealthcare -5.568500e-17
NoDocbcCost 6.515571e-17
DiffWalk -1.102788e-15
BMI_Underweight -7.301047e-02
BMI_Healthy weight -9.547286e-03
BMI_Overweight -1.865246e-01
BMI_Class 1 Obesity -4.467895e-02
BMI_Class 2 Obesity 3.086436e-03
BMI_Class 3 Obesity -6.818548e-03
GenHlth_Excellent -1.865215e-01
GenHlth_Very good -1.865215e-01
GenHlth_Good -1.865215e-01
GenHlth_Fair -1.865215e-01
GenHlth_Poor -1.865215e-01
MentHlth_0 5.526722e-02
MentHlth_1-5 5.526722e-02
MentHlth_6-10 5.526722e-02
MentHlth_11-15 5.526722e-02
MentHlth_16-20 5.526722e-02
MentHlth_21-25 5.526722e-02
MentHlth_26-30 5.526722e-02
PhysHlth_0 2.666477e-01
PhysHlth_1-5 2.666477e-01
PhysHlth_6-10 2.666477e-01
PhysHlth_11-15 2.666477e-01
PhysHlth_16-20 2.666477e-01
PhysHlth_21-25 2.666477e-01
PhysHlth_26-30 2.666477e-01
Education_Never attended school or only kinderg... -6.078825e-02
Education_Elementary -6.078825e-02
Education_Some high school -6.078825e-02
Education_High school graduate -6.078825e-02
Education_Some college or technical school -6.078825e-02
Education_College graduate -6.078825e-02
Income_Less than $10,000 -1.500666e-01
Income_$10,000-$14,999 -1.500666e-01
Income_$15,000-$19,999 -1.500666e-01
Income_$20,000-$24,999 -1.500666e-01
Income_$25,000-$34,999 -1.500666e-01
Income_$35,000-$49,999 -1.500666e-01
Income_$50,000-$74,999 -1.500666e-01
Income_$75,000 or more -1.500666e-01
Sex_Female -1.765840e-01
Sex_Male -0.000000e+00
Age_18-29 -1.765840e-01
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol -4.525167e-17
CholCheck 2.055401e-16
Smoker -2.985260e-17
Stroke 1.567709e-15
HeartDiseaseorAttack 1.781304e-15
PhysActivity -1.078346e-16
Fruits -6.234987e-17
Veggies 9.634190e-17
HvyAlcoholConsump 1.459039e-16
AnyHealthcare 2.662909e-17
NoDocbcCost -7.160645e-17
DiffWalk -3.675277e-16
BMI_Underweight 9.480137e-02
BMI_Healthy weight 1.820513e-01
BMI_Overweight -9.823710e-02
BMI_Class 1 Obesity 3.934437e-01
BMI_Class 2 Obesity 3.125297e-01
BMI_Class 3 Obesity 2.545324e-01
GenHlth_Excellent 6.396312e-02
GenHlth_Very good 6.396312e-02
GenHlth_Good 6.396312e-02
GenHlth_Fair 6.396312e-02
GenHlth_Poor 6.396312e-02
MentHlth_0 1.305945e-01
MentHlth_1-5 1.305945e-01
MentHlth_6-10 1.305945e-01
MentHlth_11-15 1.305945e-01
MentHlth_16-20 1.305945e-01
MentHlth_21-25 1.305945e-01
MentHlth_26-30 1.305945e-01
PhysHlth_0 -1.092300e-02
PhysHlth_1-5 -1.092300e-02
PhysHlth_6-10 -1.092300e-02
PhysHlth_11-15 -1.092300e-02
PhysHlth_16-20 -1.092300e-02
PhysHlth_21-25 -1.092300e-02
PhysHlth_26-30 -1.092300e-02
Education_Never attended school or only kinderg... 4.388838e-02
Education_Elementary 4.388838e-02
Education_Some high school 4.388838e-02
Education_High school graduate 4.388838e-02
Education_Some college or technical school 4.388838e-02
Education_College graduate 4.388838e-02
Income_Less than $10,000 -1.560114e-01
Income_$10,000-$14,999 -1.560114e-01
Income_$15,000-$19,999 -1.560114e-01
Income_$20,000-$24,999 -1.560114e-01
Income_$25,000-$34,999 -1.560114e-01
Income_$35,000-$49,999 -1.560114e-01
Income_$50,000-$74,999 -1.560114e-01
Income_$75,000 or more -1.560114e-01
Sex_Female 3.768358e-01
Sex_Male 0.000000e+00
Age_18-29 3.768358e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 8.743942e-17
CholCheck 1.597060e-16
Smoker 1.288580e-16
Stroke -8.168850e-16
HeartDiseaseorAttack 4.617762e-17
PhysActivity -4.750630e-17
Fruits 5.353309e-17
Veggies -9.202830e-17
HvyAlcoholConsump -1.301898e-16
AnyHealthcare -5.904931e-16
NoDocbcCost -1.804198e-16
DiffWalk 1.016485e-16
BMI_Underweight 3.416683e-01
BMI_Healthy weight -7.464461e-02
BMI_Overweight -4.237736e-01
BMI_Class 1 Obesity -1.370385e-02
BMI_Class 2 Obesity 2.964551e-01
BMI_Class 3 Obesity 4.478975e-01
GenHlth_Excellent -9.445395e-02
GenHlth_Very good -9.445395e-02
GenHlth_Good -9.445395e-02
GenHlth_Fair -9.445395e-02
GenHlth_Poor -9.445395e-02
MentHlth_0 -1.582431e-01
MentHlth_1-5 -1.582431e-01
MentHlth_6-10 -1.582431e-01
MentHlth_11-15 -1.582431e-01
MentHlth_16-20 -1.582431e-01
MentHlth_21-25 -1.582431e-01
MentHlth_26-30 -1.582431e-01
PhysHlth_0 -5.237372e-02
PhysHlth_1-5 -5.237372e-02
PhysHlth_6-10 -5.237372e-02
PhysHlth_11-15 -5.237372e-02
PhysHlth_16-20 -5.237372e-02
PhysHlth_21-25 -5.237372e-02
PhysHlth_26-30 -5.237372e-02
Education_Never attended school or only kinderg... 1.348774e-01
Education_Elementary 1.348774e-01
Education_Some high school 1.348774e-01
Education_High school graduate 1.348774e-01
Education_Some college or technical school 1.348774e-01
Education_College graduate 1.348774e-01
Income_Less than $10,000 -4.251402e-03
Income_$10,000-$14,999 -4.251402e-03
Income_$15,000-$19,999 -4.251402e-03
Income_$20,000-$24,999 -4.251402e-03
Income_$25,000-$34,999 -4.251402e-03
Income_$35,000-$49,999 -4.251402e-03
Income_$50,000-$74,999 -4.251402e-03
Income_$75,000 or more -4.251402e-03
Sex_Female -1.746860e-01
Sex_Male -0.000000e+00
Age_18-29 -1.746860e-01
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 9.710254e-17 2.136884e-17
CholCheck 1.010027e-15 -5.048259e-17
Smoker 6.399872e-18 2.504929e-17
Stroke -8.622840e-16 3.165584e-15
HeartDiseaseorAttack -2.000254e-15 -4.546280e-15
PhysActivity -1.851960e-17 6.891581e-17
Fruits 6.214361e-17 9.539189e-17
Veggies -9.765328e-17 -1.026555e-16
HvyAlcoholConsump -1.733427e-16 7.480579e-17
AnyHealthcare 8.720769e-17 6.810362e-17
NoDocbcCost -1.178727e-16 -1.807676e-16
DiffWalk 1.352011e-16 8.638661e-17
BMI_Underweight 1.468817e-01 3.138371e-01
BMI_Healthy weight 1.319946e-01 5.984451e-01
BMI_Overweight 2.928950e-01 1.155628e-01
BMI_Class 1 Obesity 3.535434e-01 1.258188e-01
BMI_Class 2 Obesity 2.560776e-01 8.198631e-02
BMI_Class 3 Obesity 1.337162e-01 -2.049399e-01
GenHlth_Excellent 6.719506e-02 -2.449036e-01
GenHlth_Very good 6.719506e-02 -2.449036e-01
GenHlth_Good 6.719506e-02 -2.449036e-01
GenHlth_Fair 6.719506e-02 -2.449036e-01
GenHlth_Poor 6.719506e-02 -2.449036e-01
MentHlth_0 -1.478584e-01 9.198351e-02
MentHlth_1-5 -1.478584e-01 9.198351e-02
MentHlth_6-10 -1.478584e-01 9.198351e-02
MentHlth_11-15 -1.478584e-01 9.198351e-02
MentHlth_16-20 -1.478584e-01 9.198351e-02
MentHlth_21-25 -1.478584e-01 9.198351e-02
MentHlth_26-30 -1.478584e-01 9.198351e-02
PhysHlth_0 1.571220e-02 -5.815253e-02
PhysHlth_1-5 1.571220e-02 -5.815253e-02
PhysHlth_6-10 1.571220e-02 -5.815253e-02
PhysHlth_11-15 1.571220e-02 -5.815253e-02
PhysHlth_16-20 1.571220e-02 -5.815253e-02
PhysHlth_21-25 1.571220e-02 -5.815253e-02
PhysHlth_26-30 1.571220e-02 -5.815253e-02
Education_Never attended school or only kinderg... -2.736272e-01 6.592968e-03
Education_Elementary -2.736272e-01 6.592968e-03
Education_Some high school -2.736272e-01 6.592968e-03
Education_High school graduate -2.736272e-01 6.592968e-03
Education_Some college or technical school -2.736272e-01 6.592968e-03
Education_College graduate -2.736272e-01 6.592968e-03
Income_Less than $10,000 -2.124781e-02 9.797083e-02
Income_$10,000-$14,999 -2.124781e-02 9.797083e-02
Income_$15,000-$19,999 -2.124781e-02 9.797083e-02
Income_$20,000-$24,999 -2.124781e-02 9.797083e-02
Income_$25,000-$34,999 -2.124781e-02 9.797083e-02
Income_$35,000-$49,999 -2.124781e-02 9.797083e-02
Income_$50,000-$74,999 -2.124781e-02 9.797083e-02
Income_$75,000 or more -2.124781e-02 9.797083e-02
Sex_Female -1.352508e-01 -5.304581e-02
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -1.352508e-01 -5.304581e-02
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_6:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -1.473049 0.941480 0.367592 0.273637 0.377592 0.155036 -0.025309
1 -0.401848 0.751225 0.412256 -0.703238 -0.098355 0.535074 0.094840
2 0.656619 -0.622410 -0.844243 -0.285850 -1.005487 0.173380 0.022017
3 0.086019 -0.656889 1.012804 -0.516907 -0.760649 -0.471696 0.287052
4 -0.185301 -0.944906 -0.469582 0.864715 -0.609354 0.323146 -0.861036
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.504877 -0.226971 -0.114861 ... 0.0 0.0 0.0 -3.346815e-18
1 -0.665763 0.706734 -0.610445 ... 0.0 0.0 0.0 -3.346815e-18
2 0.331866 -0.691343 0.045834 ... 0.0 0.0 0.0 -3.346815e-18
3 -0.125075 0.674260 0.059453 ... 0.0 0.0 0.0 -3.346815e-18
4 0.312425 0.304690 -0.152326 ... 0.0 0.0 0.0 -3.346815e-18
PC53 PC54 PC55 PC56 PC57 \
0 -5.551115e-17 1.110223e-16 -2.220446e-16 1.110223e-16 2.775558e-16
1 -5.551115e-17 -2.220446e-16 1.110223e-16 1.110223e-16 1.665335e-16
2 1.665335e-16 0.000000e+00 -1.110223e-16 0.000000e+00 5.551115e-17
3 -5.551115e-17 1.110223e-16 0.000000e+00 -1.110223e-16 1.665335e-16
4 -3.885781e-16 0.000000e+00 -3.330669e-16 5.551115e-16 1.665335e-16
PC58
0 -1.526557e-16
1 9.714451e-17
2 -4.163336e-17
3 2.775558e-17
4 -4.163336e-17
[5 rows x 58 columns]
For Subset_6, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_7:
[9.85268278e-02 8.34906208e-02 7.50091122e-02 7.02181274e-02
6.09063516e-02 5.74152797e-02 4.94457345e-02 4.68878415e-02
4.01175803e-02 3.85555144e-02 3.55006686e-02 3.21168548e-02
3.01891969e-02 2.77198147e-02 2.74800127e-02 2.51628461e-02
2.20278301e-02 2.01263647e-02 1.76161424e-02 1.70638127e-02
1.51435124e-02 1.41111927e-02 1.33374369e-02 1.16824183e-02
1.08271555e-02 1.02013709e-02 9.06893981e-03 8.12444392e-03
7.29081477e-03 5.42209465e-03 4.33923852e-03 3.87055141e-03
2.47059757e-03 2.19374382e-03 1.76817970e-03 1.33829623e-03
1.30841909e-03 1.17970620e-03 3.97279843e-04 2.28443516e-04
1.19630315e-04 1.64658189e-17 1.23928893e-17 5.57843790e-18
3.53581308e-18 3.10665007e-18 2.32085903e-18 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_7:
[0.09852683 0.18201745 0.25702656 0.32724469 0.38815104 0.44556632
0.49501205 0.5418999 0.58201748 0.62057299 0.65607366 0.68819051
0.71837971 0.74609953 0.77357954 0.79874238 0.82077021 0.84089658
0.85851272 0.87557653 0.89072005 0.90483124 0.91816868 0.92985109
0.94067825 0.95087962 0.95994856 0.968073 0.97536382 0.98078591
0.98512515 0.9889957 0.9914663 0.99366005 0.99542822 0.99676652
0.99807494 0.99925465 0.99965193 0.99988037 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_7:
PC1 \
HighBP -1.440372e-01
HighChol -4.292172e-02
CholCheck -9.887592e-03
Smoker -1.081834e-01
Stroke -6.433040e-03
HeartDiseaseorAttack -8.154019e-03
PhysActivity 7.088470e-02
Fruits 9.235574e-02
Veggies 7.592185e-02
HvyAlcoholConsump -4.026278e-02
AnyHealthcare 1.639751e-02
NoDocbcCost -7.852696e-02
DiffWalk -3.995280e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -5.293956e-23
BMI_Class 2 Obesity 6.617445e-24
BMI_Class 3 Obesity 3.308722e-24
GenHlth_Excellent 1.911389e-01
GenHlth_Very good 1.264656e-01
GenHlth_Good -2.608198e-01
GenHlth_Fair -5.024593e-02
GenHlth_Poor -6.538715e-03
MentHlth_0 5.128880e-01
MentHlth_1-5 -2.938706e-01
MentHlth_6-10 -9.013480e-02
MentHlth_11-15 -5.064893e-02
MentHlth_16-20 -1.720485e-02
MentHlth_21-25 -3.854645e-03
MentHlth_26-30 -5.717417e-02
PhysHlth_0 5.000955e-01
PhysHlth_1-5 -4.198206e-01
PhysHlth_6-10 -3.317743e-02
PhysHlth_11-15 -1.741338e-02
PhysHlth_16-20 -1.410913e-02
PhysHlth_21-25 -5.234364e-04
PhysHlth_26-30 -1.505150e-02
Education_Never attended school or only kinderg... -2.705786e-03
Education_Elementary 1.158660e-03
Education_Some high school -1.368747e-02
Education_High school graduate -2.805939e-02
Education_Some college or technical school -3.125409e-02
Education_College graduate 7.454808e-02
Income_Less than $10,000 -4.942263e-02
Income_$10,000-$14,999 -2.656688e-02
Income_$15,000-$19,999 -1.769720e-02
Income_$20,000-$24,999 -2.887583e-02
Income_$25,000-$34,999 -3.166238e-02
Income_$35,000-$49,999 3.078508e-02
Income_$50,000-$74,999 5.253381e-02
Income_$75,000 or more 7.090605e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 7.359882e-02
HighChol 4.378204e-02
CholCheck 1.825297e-02
Smoker -2.614724e-01
Stroke 4.916521e-04
HeartDiseaseorAttack -7.782113e-03
PhysActivity 8.458176e-02
Fruits 4.188569e-02
Veggies 7.016972e-02
HvyAlcoholConsump 1.563267e-03
AnyHealthcare 1.204589e-01
NoDocbcCost -4.260324e-02
DiffWalk -1.722660e-02
BMI_Underweight 8.673617e-19
BMI_Healthy weight -4.336809e-19
BMI_Overweight 1.084202e-19
BMI_Class 1 Obesity -4.065758e-20
BMI_Class 2 Obesity 6.776264e-21
BMI_Class 3 Obesity 8.470329e-22
GenHlth_Excellent -3.972267e-02
GenHlth_Very good 4.511300e-01
GenHlth_Good -3.924227e-01
GenHlth_Fair -9.365333e-03
GenHlth_Poor -9.619241e-03
MentHlth_0 -2.466906e-01
MentHlth_1-5 2.421483e-01
MentHlth_6-10 1.346853e-02
MentHlth_11-15 -4.368111e-03
MentHlth_16-20 1.091522e-02
MentHlth_21-25 9.827506e-04
MentHlth_26-30 -1.645603e-02
PhysHlth_0 -6.098285e-02
PhysHlth_1-5 7.203566e-02
PhysHlth_6-10 -2.141327e-03
PhysHlth_11-15 2.688592e-04
PhysHlth_16-20 -3.049070e-03
PhysHlth_21-25 -1.923680e-03
PhysHlth_26-30 -4.207592e-03
Education_Never attended school or only kinderg... 4.383330e-04
Education_Elementary -6.942308e-03
Education_Some high school -1.847465e-02
Education_High school graduate -2.166604e-01
Education_Some college or technical school -2.462754e-01
Education_College graduate 4.879144e-01
Income_Less than $10,000 9.298361e-04
Income_$10,000-$14,999 -2.131816e-02
Income_$15,000-$19,999 -2.864760e-02
Income_$20,000-$24,999 -5.681482e-02
Income_$25,000-$34,999 -6.315630e-02
Income_$35,000-$49,999 -6.732345e-02
Income_$50,000-$74,999 2.289132e-02
Income_$75,000 or more 2.134392e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -1.316354e-02
HighChol -1.306208e-02
CholCheck -2.943787e-02
Smoker 6.477377e-02
Stroke 1.228607e-03
HeartDiseaseorAttack -4.593260e-05
PhysActivity -5.012967e-02
Fruits -7.583542e-02
Veggies -9.500788e-02
HvyAlcoholConsump -2.642693e-02
AnyHealthcare -5.357124e-02
NoDocbcCost 1.066938e-02
DiffWalk 1.277831e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight -1.387779e-17
BMI_Overweight 6.938894e-18
BMI_Class 1 Obesity -1.734723e-18
BMI_Class 2 Obesity -1.734723e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.278018e-01
GenHlth_Very good 5.206517e-01
GenHlth_Good -3.992617e-01
GenHlth_Fair 1.793765e-03
GenHlth_Poor 4.618043e-03
MentHlth_0 -2.079849e-02
MentHlth_1-5 -7.181161e-04
MentHlth_6-10 1.553581e-02
MentHlth_11-15 4.797890e-03
MentHlth_16-20 -1.115346e-02
MentHlth_21-25 3.564954e-03
MentHlth_26-30 8.771401e-03
PhysHlth_0 -5.985217e-02
PhysHlth_1-5 4.914259e-02
PhysHlth_6-10 -7.647685e-03
PhysHlth_11-15 3.398868e-03
PhysHlth_16-20 1.093479e-02
PhysHlth_21-25 2.354683e-04
PhysHlth_26-30 3.788141e-03
Education_Never attended school or only kinderg... -2.948129e-04
Education_Elementary -4.250769e-03
Education_Some high school -1.455597e-03
Education_High school graduate -4.854222e-02
Education_Some college or technical school 5.312487e-01
Education_College graduate -4.767053e-01
Income_Less than $10,000 1.831788e-02
Income_$10,000-$14,999 1.037316e-02
Income_$15,000-$19,999 2.487858e-02
Income_$20,000-$24,999 4.379233e-03
Income_$25,000-$34,999 3.699541e-02
Income_$35,000-$49,999 -2.978385e-02
Income_$50,000-$74,999 4.958433e-04
Income_$75,000 or more -6.565625e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP -6.864191e-02
HighChol -2.627898e-02
CholCheck -1.811147e-03
Smoker 2.767990e-01
Stroke 1.126315e-03
HeartDiseaseorAttack -1.317048e-03
PhysActivity -4.590028e-02
Fruits 2.287892e-01
Veggies 1.204333e-01
HvyAlcoholConsump 7.013181e-02
AnyHealthcare -5.626452e-02
NoDocbcCost 3.518590e-02
DiffWalk 1.403406e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight -6.938894e-18
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity -4.336809e-19
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.364886e-03
GenHlth_Very good 2.191254e-01
GenHlth_Good -2.477195e-01
GenHlth_Fair 2.134618e-02
GenHlth_Poor 8.612878e-03
MentHlth_0 9.109359e-03
MentHlth_1-5 -2.879458e-02
MentHlth_6-10 1.969722e-04
MentHlth_11-15 3.745963e-03
MentHlth_16-20 -5.984503e-04
MentHlth_21-25 -1.597376e-03
MentHlth_26-30 1.793811e-02
PhysHlth_0 -8.241135e-02
PhysHlth_1-5 7.784514e-02
PhysHlth_6-10 1.637741e-02
PhysHlth_11-15 -1.035000e-02
PhysHlth_16-20 -1.521252e-03
PhysHlth_21-25 -1.919545e-03
PhysHlth_26-30 1.979606e-03
Education_Never attended school or only kinderg... 1.447825e-03
Education_Elementary 2.251284e-03
Education_Some high school 1.587704e-02
Education_High school graduate 6.341068e-01
Education_Some college or technical school -5.070502e-01
Education_College graduate -1.466327e-01
Income_Less than $10,000 1.484472e-02
Income_$10,000-$14,999 -1.014519e-02
Income_$15,000-$19,999 7.798488e-03
Income_$20,000-$24,999 5.653987e-02
Income_$25,000-$34,999 9.805945e-02
Income_$35,000-$49,999 -1.053115e-02
Income_$50,000-$74,999 -1.277318e-02
Income_$75,000 or more -1.437930e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -4.179376e-02
HighChol -4.015121e-02
CholCheck -1.006965e-02
Smoker 5.921970e-02
Stroke 6.529592e-03
HeartDiseaseorAttack 1.419395e-03
PhysActivity 7.776525e-02
Fruits 7.277749e-01
Veggies 3.502879e-01
HvyAlcoholConsump -1.543376e-02
AnyHealthcare -2.163336e-02
NoDocbcCost 1.482274e-02
DiffWalk -1.407426e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 2.087147e-01
GenHlth_Very good -1.554233e-01
GenHlth_Good -1.559803e-02
GenHlth_Fair -3.998424e-02
GenHlth_Poor 2.290871e-03
MentHlth_0 -1.955255e-01
MentHlth_1-5 1.381825e-01
MentHlth_6-10 5.014878e-03
MentHlth_11-15 2.272255e-02
MentHlth_16-20 9.510012e-03
MentHlth_21-25 3.632333e-04
MentHlth_26-30 1.973227e-02
PhysHlth_0 2.832438e-02
PhysHlth_1-5 -1.697482e-02
PhysHlth_6-10 -4.916684e-03
PhysHlth_11-15 -3.118292e-03
PhysHlth_16-20 -1.069340e-02
PhysHlth_21-25 4.803753e-04
PhysHlth_26-30 6.898442e-03
Education_Never attended school or only kinderg... 2.568092e-03
Education_Elementary 3.351737e-03
Education_Some high school -1.285713e-02
Education_High school graduate -7.345110e-02
Education_Some college or technical school 2.340645e-01
Education_College graduate -1.536761e-01
Income_Less than $10,000 -3.761544e-03
Income_$10,000-$14,999 -5.980824e-03
Income_$15,000-$19,999 1.688104e-02
Income_$20,000-$24,999 -3.474111e-02
Income_$25,000-$34,999 -1.485632e-02
Income_$35,000-$49,999 -1.352994e-01
Income_$50,000-$74,999 -1.165627e-01
Income_$75,000 or more 2.943208e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 2.934982e-02
HighChol -1.909274e-02
CholCheck 2.545553e-02
Smoker 1.418339e-01
Stroke 2.335236e-04
HeartDiseaseorAttack -2.343378e-03
PhysActivity -6.158214e-02
Fruits -4.871723e-02
Veggies -5.546170e-02
HvyAlcoholConsump 3.756995e-02
AnyHealthcare -1.906897e-02
NoDocbcCost 6.637644e-02
DiffWalk -1.110941e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.298529e-01
GenHlth_Very good 5.479547e-02
GenHlth_Good 1.078253e-01
GenHlth_Fair -2.200861e-02
GenHlth_Poor -1.075926e-02
MentHlth_0 -4.552458e-01
MentHlth_1-5 4.057906e-01
MentHlth_6-10 2.961791e-02
MentHlth_11-15 1.245151e-02
MentHlth_16-20 4.916905e-03
MentHlth_21-25 7.702909e-03
MentHlth_26-30 -5.233974e-03
PhysHlth_0 5.139691e-01
PhysHlth_1-5 -4.794881e-01
PhysHlth_6-10 -1.570590e-02
PhysHlth_11-15 -1.465843e-02
PhysHlth_16-20 -7.481655e-04
PhysHlth_21-25 -1.981430e-03
PhysHlth_26-30 -1.387124e-03
Education_Never attended school or only kinderg... -4.279436e-04
Education_Elementary 6.621318e-03
Education_Some high school 1.828023e-02
Education_High school graduate 4.212121e-02
Education_Some college or technical school -2.236398e-02
Education_College graduate -4.423083e-02
Income_Less than $10,000 2.611550e-02
Income_$10,000-$14,999 -7.097310e-03
Income_$15,000-$19,999 1.440661e-02
Income_$20,000-$24,999 4.460979e-02
Income_$25,000-$34,999 4.071909e-02
Income_$35,000-$49,999 7.328711e-02
Income_$50,000-$74,999 2.596344e-02
Income_$75,000 or more -2.180042e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP -2.022088e-01
HighChol -6.626217e-02
CholCheck 2.760496e-02
Smoker -2.369368e-01
Stroke 1.331598e-03
HeartDiseaseorAttack -4.143422e-03
PhysActivity -6.955364e-02
Fruits -3.139787e-01
Veggies -2.129617e-01
HvyAlcoholConsump 4.825742e-03
AnyHealthcare 1.062647e-02
NoDocbcCost -1.185550e-01
DiffWalk -6.865260e-03
BMI_Underweight 1.110223e-16
BMI_Healthy weight 2.775558e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent 4.662129e-01
GenHlth_Very good -2.533932e-01
GenHlth_Good -2.843625e-01
GenHlth_Fair 7.582898e-02
GenHlth_Poor -4.286117e-03
MentHlth_0 -1.302807e-01
MentHlth_1-5 2.466725e-01
MentHlth_6-10 -5.912559e-02
MentHlth_11-15 -2.452793e-02
MentHlth_16-20 -3.251314e-02
MentHlth_21-25 -3.858947e-03
MentHlth_26-30 3.633800e-03
PhysHlth_0 1.212669e-02
PhysHlth_1-5 -1.233576e-03
PhysHlth_6-10 -1.762636e-02
PhysHlth_11-15 -3.619837e-03
PhysHlth_16-20 1.477817e-02
PhysHlth_21-25 -2.065423e-04
PhysHlth_26-30 -4.218545e-03
Education_Never attended school or only kinderg... 5.545788e-04
Education_Elementary -5.788522e-04
Education_Some high school 9.194381e-03
Education_High school graduate 2.101429e-01
Education_Some college or technical school -3.153158e-02
Education_College graduate -1.877815e-01
Income_Less than $10,000 3.606542e-02
Income_$10,000-$14,999 4.513146e-03
Income_$15,000-$19,999 1.100109e-03
Income_$20,000-$24,999 3.141983e-03
Income_$25,000-$34,999 -1.060334e-02
Income_$35,000-$49,999 6.031350e-02
Income_$50,000-$74,999 -3.577753e-01
Income_$75,000 or more 2.632445e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP 1.560047e-01
HighChol 1.285812e-01
CholCheck 1.402920e-02
Smoker 3.406812e-01
Stroke -1.156187e-03
HeartDiseaseorAttack 2.008036e-03
PhysActivity -5.260184e-02
Fruits -2.431694e-01
Veggies 5.026714e-02
HvyAlcoholConsump 4.079473e-02
AnyHealthcare 5.350052e-02
NoDocbcCost -3.197180e-02
DiffWalk -5.112054e-03
BMI_Underweight -1.110223e-16
BMI_Healthy weight 5.551115e-17
BMI_Overweight -2.081668e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -2.790315e-01
GenHlth_Very good 1.257850e-01
GenHlth_Good 1.825806e-01
GenHlth_Fair -2.811398e-02
GenHlth_Poor -1.220188e-03
MentHlth_0 4.488828e-02
MentHlth_1-5 -8.848275e-02
MentHlth_6-10 3.020570e-02
MentHlth_11-15 4.316584e-03
MentHlth_16-20 -3.938812e-03
MentHlth_21-25 2.377024e-03
MentHlth_26-30 1.063397e-02
PhysHlth_0 1.028918e-01
PhysHlth_1-5 -1.012768e-01
PhysHlth_6-10 1.348277e-02
PhysHlth_11-15 -4.459011e-03
PhysHlth_16-20 -2.970514e-03
PhysHlth_21-25 4.227603e-03
PhysHlth_26-30 -1.189585e-02
Education_Never attended school or only kinderg... -1.647081e-03
Education_Elementary 3.564257e-04
Education_Some high school -1.370582e-02
Education_High school graduate 1.144509e-01
Education_Some college or technical school -4.427538e-02
Education_College graduate -5.517902e-02
Income_Less than $10,000 -3.340936e-02
Income_$10,000-$14,999 -1.786093e-02
Income_$15,000-$19,999 -5.229742e-02
Income_$20,000-$24,999 -3.468938e-02
Income_$25,000-$34,999 -7.874672e-02
Income_$35,000-$49,999 -2.234458e-01
Income_$50,000-$74,999 -2.467534e-01
Income_$75,000 or more 6.872030e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -1.763076e-01
HighChol -1.004966e-01
CholCheck -2.333341e-02
Smoker 6.866743e-01
Stroke 2.222380e-03
HeartDiseaseorAttack 9.342206e-03
PhysActivity 7.958654e-02
Fruits -2.051056e-01
Veggies 2.166191e-01
HvyAlcoholConsump 1.212793e-01
AnyHealthcare 1.268331e-02
NoDocbcCost 3.660609e-02
DiffWalk 1.396713e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -5.898060e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 2.425859e-01
GenHlth_Very good -5.250685e-02
GenHlth_Good -2.083244e-01
GenHlth_Fair 1.175462e-02
GenHlth_Poor 6.490771e-03
MentHlth_0 -5.591574e-02
MentHlth_1-5 -3.482695e-02
MentHlth_6-10 1.472139e-02
MentHlth_11-15 1.018717e-02
MentHlth_16-20 2.175645e-02
MentHlth_21-25 -3.616990e-03
MentHlth_26-30 4.769467e-02
PhysHlth_0 -5.502995e-02
PhysHlth_1-5 5.407755e-02
PhysHlth_6-10 7.899758e-04
PhysHlth_11-15 -5.517681e-03
PhysHlth_16-20 -6.984460e-03
PhysHlth_21-25 2.509602e-03
PhysHlth_26-30 1.015497e-02
Education_Never attended school or only kinderg... 2.702313e-03
Education_Elementary 1.137509e-02
Education_Some high school 3.138329e-02
Education_High school graduate -2.900880e-01
Education_Some college or technical school 4.351442e-02
Education_College graduate 2.011128e-01
Income_Less than $10,000 -6.789001e-03
Income_$10,000-$14,999 -8.668860e-03
Income_$15,000-$19,999 -5.384694e-02
Income_$20,000-$24,999 -8.058093e-02
Income_$25,000-$34,999 -5.551856e-02
Income_$35,000-$49,999 3.290361e-01
Income_$50,000-$74,999 -6.745379e-02
Income_$75,000 or more -5.617805e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP 6.481255e-01 ... 0.0
HighChol 3.363112e-01 ... 0.0
CholCheck -7.892784e-03 ... 0.0
Smoker 1.052588e-01 ... 0.0
Stroke 1.800462e-02 ... 0.0
HeartDiseaseorAttack 1.643482e-03 ... 0.0
PhysActivity -1.694867e-01 ... 0.0
Fruits 1.049459e-01 ... 0.0
Veggies -2.058602e-01 ... 0.0
HvyAlcoholConsump 3.454405e-03 ... 0.0
AnyHealthcare -1.754271e-01 ... 0.0
NoDocbcCost 2.334028e-01 ... 0.0
DiffWalk 4.690505e-02 ... 0.0
BMI_Underweight 1.387779e-17 ... 0.0
BMI_Healthy weight -4.163336e-17 ... 0.0
BMI_Overweight -4.163336e-17 ... 0.0
BMI_Class 1 Obesity 2.775558e-17 ... 0.0
BMI_Class 2 Obesity 6.938894e-18 ... 0.0
BMI_Class 3 Obesity -2.775558e-17 ... 0.0
GenHlth_Excellent 2.265915e-01 ... 0.0
GenHlth_Very good -1.332597e-01 ... 0.0
GenHlth_Good -2.686380e-01 ... 0.0
GenHlth_Fair 1.414520e-01 ... 0.0
GenHlth_Poor 3.385422e-02 ... 0.0
MentHlth_0 6.618310e-03 ... 0.0
MentHlth_1-5 -1.460162e-01 ... 0.0
MentHlth_6-10 6.136529e-02 ... 0.0
MentHlth_11-15 3.684165e-02 ... 0.0
MentHlth_16-20 1.979026e-02 ... 0.0
MentHlth_21-25 1.497347e-02 ... 0.0
MentHlth_26-30 6.427255e-03 ... 0.0
PhysHlth_0 1.782706e-02 ... 0.0
PhysHlth_1-5 -9.580480e-02 ... 0.0
PhysHlth_6-10 2.669363e-02 ... 0.0
PhysHlth_11-15 1.575615e-02 ... 0.0
PhysHlth_16-20 1.243263e-02 ... 0.0
PhysHlth_21-25 -2.593894e-03 ... 0.0
PhysHlth_26-30 2.568924e-02 ... 0.0
Education_Never attended school or only kinderg... 7.313579e-03 ... 0.0
Education_Elementary -1.043493e-03 ... 0.0
Education_Some high school 4.978051e-02 ... 0.0
Education_High school graduate -1.037221e-01 ... 0.0
Education_Some college or technical school -2.320498e-02 ... 0.0
Education_College graduate 7.087647e-02 ... 0.0
Income_Less than $10,000 -6.240812e-03 ... 0.0
Income_$10,000-$14,999 3.303868e-02 ... 0.0
Income_$15,000-$19,999 6.562665e-02 ... 0.0
Income_$20,000-$24,999 1.605715e-01 ... 0.0
Income_$25,000-$34,999 2.927824e-02 ... 0.0
Income_$35,000-$49,999 -4.389561e-02 ... 0.0
Income_$50,000-$74,999 -1.619820e-01 ... 0.0
Income_$75,000 or more -7.639670e-02 ... 0.0
Sex_Female -0.000000e+00 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -0.000000e+00 ... 0.0
Age_50-64 -0.000000e+00 ... 1.0
Age_65+ -0.000000e+00 ... 0.0
PC50 PC51 PC52 PC53 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 1.0
Sex_Male 0.0 0.0 1.0 0.0
Age_18-29 0.0 1.0 0.0 0.0
Age_30-49 1.0 0.0 0.0 0.0
Age_50-64 0.0 0.0 0.0 0.0
Age_65+ 0.0 0.0 0.0 0.0
PC54 \
HighBP 0.000000e+00
HighChol 2.044362e-16
CholCheck 1.225247e-16
Smoker 5.414711e-17
Stroke 4.352475e-15
HeartDiseaseorAttack 3.124697e-15
PhysActivity 6.896462e-17
Fruits -8.114511e-17
Veggies 6.634166e-17
HvyAlcoholConsump 8.580738e-17
AnyHealthcare -2.315567e-16
NoDocbcCost -9.982549e-17
DiffWalk 1.115366e-15
BMI_Underweight 9.506314e-02
BMI_Healthy weight 6.000892e-01
BMI_Overweight 4.329262e-02
BMI_Class 1 Obesity -4.196477e-01
BMI_Class 2 Obesity 6.662643e-02
BMI_Class 3 Obesity 1.275756e-01
GenHlth_Excellent 4.584341e-02
GenHlth_Very good 4.584341e-02
GenHlth_Good 4.584341e-02
GenHlth_Fair 4.584341e-02
GenHlth_Poor 4.584341e-02
MentHlth_0 1.539472e-01
MentHlth_1-5 1.539472e-01
MentHlth_6-10 1.539472e-01
MentHlth_11-15 1.539472e-01
MentHlth_16-20 1.539472e-01
MentHlth_21-25 1.539472e-01
MentHlth_26-30 1.539472e-01
PhysHlth_0 2.304578e-02
PhysHlth_1-5 2.304578e-02
PhysHlth_6-10 2.304578e-02
PhysHlth_11-15 2.304578e-02
PhysHlth_16-20 2.304578e-02
PhysHlth_21-25 2.304578e-02
PhysHlth_26-30 2.304578e-02
Education_Never attended school or only kinderg... 2.049280e-01
Education_Elementary 2.049280e-01
Education_Some high school 2.049280e-01
Education_High school graduate 2.049280e-01
Education_Some college or technical school 2.049280e-01
Education_College graduate 2.049280e-01
Income_Less than $10,000 -2.872173e-03
Income_$10,000-$14,999 -2.872173e-03
Income_$15,000-$19,999 -2.872173e-03
Income_$20,000-$24,999 -2.872173e-03
Income_$25,000-$34,999 -2.872173e-03
Income_$35,000-$49,999 -2.872173e-03
Income_$50,000-$74,999 -2.872173e-03
Income_$75,000 or more -2.872173e-03
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 1.329763e-16
CholCheck -3.786069e-17
Smoker 7.282416e-17
Stroke 6.031270e-15
HeartDiseaseorAttack -9.326436e-16
PhysActivity 1.961562e-16
Fruits 1.082544e-17
Veggies 1.231643e-16
HvyAlcoholConsump 1.462703e-16
AnyHealthcare 1.505166e-16
NoDocbcCost 3.874149e-16
DiffWalk 2.511732e-16
BMI_Underweight 3.803948e-01
BMI_Healthy weight 1.012667e-01
BMI_Overweight 4.391644e-01
BMI_Class 1 Obesity -1.965016e-01
BMI_Class 2 Obesity 9.662140e-02
BMI_Class 3 Obesity -4.022500e-02
GenHlth_Excellent 1.738340e-01
GenHlth_Very good 1.738340e-01
GenHlth_Good 1.738340e-01
GenHlth_Fair 1.738340e-01
GenHlth_Poor 1.738340e-01
MentHlth_0 -3.871437e-03
MentHlth_1-5 -3.871437e-03
MentHlth_6-10 -3.871437e-03
MentHlth_11-15 -3.871437e-03
MentHlth_16-20 -3.871437e-03
MentHlth_21-25 -3.871437e-03
MentHlth_26-30 -3.871437e-03
PhysHlth_0 -1.350444e-01
PhysHlth_1-5 -1.350444e-01
PhysHlth_6-10 -1.350444e-01
PhysHlth_11-15 -1.350444e-01
PhysHlth_16-20 -1.350444e-01
PhysHlth_21-25 -1.350444e-01
PhysHlth_26-30 -1.350444e-01
Education_Never attended school or only kinderg... -1.711772e-01
Education_Elementary -1.711772e-01
Education_Some high school -1.711772e-01
Education_High school graduate -1.711772e-01
Education_Some college or technical school -1.711772e-01
Education_College graduate -1.711772e-01
Income_Less than $10,000 1.359907e-01
Income_$10,000-$14,999 1.359907e-01
Income_$15,000-$19,999 1.359907e-01
Income_$20,000-$24,999 1.359907e-01
Income_$25,000-$34,999 1.359907e-01
Income_$35,000-$49,999 1.359907e-01
Income_$50,000-$74,999 1.359907e-01
Income_$75,000 or more 1.359907e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 1.234780e-16
CholCheck 2.581455e-16
Smoker 3.019744e-17
Stroke 8.043831e-15
HeartDiseaseorAttack -4.336722e-16
PhysActivity 7.021825e-17
Fruits 3.054088e-17
Veggies 3.152583e-17
HvyAlcoholConsump -3.132214e-17
AnyHealthcare 2.802999e-17
NoDocbcCost -1.604952e-17
DiffWalk 1.888492e-16
BMI_Underweight 6.573554e-01
BMI_Healthy weight 1.034063e-01
BMI_Overweight -1.155809e-01
BMI_Class 1 Obesity 2.479463e-02
BMI_Class 2 Obesity -3.103581e-01
BMI_Class 3 Obesity -1.768294e-01
GenHlth_Excellent 1.066004e-01
GenHlth_Very good 1.066004e-01
GenHlth_Good 1.066004e-01
GenHlth_Fair 1.066004e-01
GenHlth_Poor 1.066004e-01
MentHlth_0 -1.148883e-01
MentHlth_1-5 -1.148883e-01
MentHlth_6-10 -1.148883e-01
MentHlth_11-15 -1.148883e-01
MentHlth_16-20 -1.148883e-01
MentHlth_21-25 -1.148883e-01
MentHlth_26-30 -1.148883e-01
PhysHlth_0 1.365527e-01
PhysHlth_1-5 1.365527e-01
PhysHlth_6-10 1.365527e-01
PhysHlth_11-15 1.365527e-01
PhysHlth_16-20 1.365527e-01
PhysHlth_21-25 1.365527e-01
PhysHlth_26-30 1.365527e-01
Education_Never attended school or only kinderg... 6.876418e-03
Education_Elementary 6.876418e-03
Education_Some high school 6.876418e-03
Education_High school graduate 6.876418e-03
Education_Some college or technical school 6.876418e-03
Education_College graduate 6.876418e-03
Income_Less than $10,000 -1.301935e-01
Income_$10,000-$14,999 -1.301935e-01
Income_$15,000-$19,999 -1.301935e-01
Income_$20,000-$24,999 -1.301935e-01
Income_$25,000-$34,999 -1.301935e-01
Income_$35,000-$49,999 -1.301935e-01
Income_$50,000-$74,999 -1.301935e-01
Income_$75,000 or more -1.301935e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol -1.436618e-16 -9.260846e-17
CholCheck -4.943262e-17 3.369589e-16
Smoker 5.568382e-19 -1.699986e-16
Stroke -5.480846e-15 -4.107468e-15
HeartDiseaseorAttack -2.755714e-15 2.821143e-15
PhysActivity -2.568430e-17 -1.983235e-16
Fruits -3.852550e-17 2.626741e-17
Veggies -1.173121e-17 -4.212573e-17
HvyAlcoholConsump 4.635699e-17 6.350126e-17
AnyHealthcare 1.654731e-17 -4.030545e-16
NoDocbcCost 2.735178e-17 -2.383629e-17
DiffWalk -1.012873e-16 -7.303775e-16
BMI_Underweight -3.019761e-01 1.072317e-01
BMI_Healthy weight 6.101853e-01 3.856495e-01
BMI_Overweight 1.435845e-02 -3.424439e-01
BMI_Class 1 Obesity 5.504258e-01 1.047165e-01
BMI_Class 2 Obesity -6.415533e-02 -2.069758e-02
BMI_Class 3 Obesity -2.266531e-02 -1.346218e-01
GenHlth_Excellent 1.182969e-01 -1.350113e-01
GenHlth_Very good 1.182969e-01 -1.350113e-01
GenHlth_Good 1.182969e-01 -1.350113e-01
GenHlth_Fair 1.182969e-01 -1.350113e-01
GenHlth_Poor 1.182969e-01 -1.350113e-01
MentHlth_0 -1.381800e-01 1.424845e-01
MentHlth_1-5 -1.381800e-01 1.424845e-01
MentHlth_6-10 -1.381800e-01 1.424845e-01
MentHlth_11-15 -1.381800e-01 1.424845e-01
MentHlth_16-20 -1.381800e-01 1.424845e-01
MentHlth_21-25 -1.381800e-01 1.424845e-01
MentHlth_26-30 -1.381800e-01 1.424845e-01
PhysHlth_0 -3.337373e-02 -1.025465e-01
PhysHlth_1-5 -3.337373e-02 -1.025465e-01
PhysHlth_6-10 -3.337373e-02 -1.025465e-01
PhysHlth_11-15 -3.337373e-02 -1.025465e-01
PhysHlth_16-20 -3.337373e-02 -1.025465e-01
PhysHlth_21-25 -3.337373e-02 -1.025465e-01
PhysHlth_26-30 -3.337373e-02 -1.025465e-01
Education_Never attended school or only kinderg... 2.294322e-02 -2.218654e-01
Education_Elementary 2.294322e-02 -2.218654e-01
Education_Some high school 2.294322e-02 -2.218654e-01
Education_High school graduate 2.294322e-02 -2.218654e-01
Education_Some college or technical school 2.294322e-02 -2.218654e-01
Education_College graduate 2.294322e-02 -2.218654e-01
Income_Less than $10,000 4.197936e-02 -1.065258e-01
Income_$10,000-$14,999 4.197936e-02 -1.065258e-01
Income_$15,000-$19,999 4.197936e-02 -1.065258e-01
Income_$20,000-$24,999 4.197936e-02 -1.065258e-01
Income_$25,000-$34,999 4.197936e-02 -1.065258e-01
Income_$35,000-$49,999 4.197936e-02 -1.065258e-01
Income_$50,000-$74,999 4.197936e-02 -1.065258e-01
Income_$75,000 or more 4.197936e-02 -1.065258e-01
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_7:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.353951 -1.056864 -0.434706 0.913116 0.205661 -0.271675 -0.333278
1 0.622686 -0.106444 1.014071 -0.550236 -0.805105 0.100129 0.239307
2 0.858831 -0.455627 -0.385017 0.719653 0.329580 -0.124213 0.673647
3 0.264912 0.051722 -0.996940 -0.614685 -0.376206 -0.106596 -0.073207
4 -0.522949 -0.733600 0.080209 -0.625964 -0.076015 0.726824 -0.751280
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.227094 -0.115270 -0.133842 ... 0.0 0.0 0.0 0.0 0.0
1 -0.270548 0.082612 -0.210166 ... 0.0 0.0 0.0 0.0 0.0
2 -0.709540 0.055616 -0.031747 ... 0.0 0.0 0.0 0.0 0.0
3 0.885471 -0.227680 0.249376 ... 0.0 0.0 0.0 0.0 0.0
4 0.310116 0.444672 0.117571 ... 0.0 0.0 0.0 0.0 0.0
PC54 PC55 PC56 PC57 PC58
0 3.079134e-16 3.330669e-16 -2.220446e-16 -4.440892e-16 6.661338e-16
1 1.994932e-17 -1.665335e-16 0.000000e+00 -1.110223e-16 5.551115e-17
2 1.309716e-16 1.110223e-16 8.326673e-17 -1.110223e-16 -5.551115e-17
3 8.673617e-17 3.330669e-16 -5.551115e-17 0.000000e+00 1.665335e-16
4 -7.199102e-17 1.665335e-16 2.775558e-17 0.000000e+00 -4.440892e-16
[5 rows x 58 columns]
For Subset_7, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_8:
[1.02365435e-01 8.74454048e-02 7.25413311e-02 6.14934619e-02
5.73887718e-02 5.13251270e-02 4.47186876e-02 4.05637202e-02
3.85019713e-02 3.48485186e-02 3.15429695e-02 3.05984797e-02
3.00563175e-02 2.77802666e-02 2.65804974e-02 2.57714906e-02
2.46655305e-02 2.12570658e-02 2.05637733e-02 1.77201271e-02
1.71382770e-02 1.60221207e-02 1.52667234e-02 1.43719848e-02
1.33085606e-02 1.12940950e-02 1.03201373e-02 9.34159115e-03
8.84596086e-03 8.11796930e-03 7.54261890e-03 6.39631579e-03
4.94569414e-03 2.06639878e-03 2.01491872e-03 1.64315689e-03
1.41875323e-03 1.22475292e-03 7.46905421e-04 2.44117999e-04
1.61055920e-17 1.31056892e-17 1.11510740e-17 7.72578268e-18
3.79996009e-18 2.18254811e-18 4.72435580e-19 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_8:
[0.10236543 0.18981084 0.26235217 0.32384563 0.3812344 0.43255953
0.47727822 0.51784194 0.55634391 0.59119243 0.6227354 0.65333388
0.6833902 0.71117046 0.73775096 0.76352245 0.78818798 0.80944505
0.83000882 0.84772895 0.86486722 0.88088934 0.89615607 0.91052805
0.92383661 0.93513071 0.94545085 0.95479244 0.9636384 0.97175637
0.97929899 0.9856953 0.990641 0.99270739 0.99472231 0.99636547
0.99778422 0.99900898 0.99975588 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_8:
PC1 \
HighBP -8.668294e-03
HighChol -3.723914e-02
CholCheck 1.120923e-02
Smoker -7.416408e-02
Stroke -5.211975e-03
HeartDiseaseorAttack -9.058674e-04
PhysActivity -3.074624e-02
Fruits 6.137772e-02
Veggies 1.975030e-02
HvyAlcoholConsump -2.404984e-02
AnyHealthcare -2.732602e-03
NoDocbcCost -6.763912e-02
DiffWalk -3.511624e-02
BMI_Underweight 3.388132e-21
BMI_Healthy weight -0.000000e+00
BMI_Overweight 2.117582e-22
BMI_Class 1 Obesity 3.145406e-19
BMI_Class 2 Obesity 3.308722e-24
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.498916e-01
GenHlth_Very good -4.153955e-02
GenHlth_Good -3.983960e-02
GenHlth_Fair -6.303493e-02
GenHlth_Poor -5.477481e-03
MentHlth_0 5.427622e-01
MentHlth_1-5 -3.330952e-01
MentHlth_6-10 -8.726756e-02
MentHlth_11-15 -5.183778e-02
MentHlth_16-20 -2.508025e-02
MentHlth_21-25 -2.718689e-03
MentHlth_26-30 -4.276265e-02
PhysHlth_0 5.578936e-01
PhysHlth_1-5 -4.561667e-01
PhysHlth_6-10 -4.020134e-02
PhysHlth_11-15 -2.400422e-02
PhysHlth_16-20 -1.088732e-03
PhysHlth_21-25 -1.391784e-03
PhysHlth_26-30 -3.504087e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary 1.793686e-03
Education_Some high school 1.543429e-02
Education_High school graduate 1.639613e-02
Education_Some college or technical school 3.869153e-02
Education_College graduate -7.231563e-02
Income_Less than $10,000 -7.655949e-04
Income_$10,000-$14,999 -1.984817e-02
Income_$15,000-$19,999 4.033040e-02
Income_$20,000-$24,999 -1.714933e-02
Income_$25,000-$34,999 1.776923e-02
Income_$35,000-$49,999 -8.084847e-03
Income_$50,000-$74,999 1.012144e-02
Income_$75,000 or more -2.237312e-02
Sex_Female 3.145588e-19
Sex_Male -0.000000e+00
Age_18-29 3.145588e-19
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP -1.579728e-02
HighChol -2.874512e-02
CholCheck 5.740632e-03
Smoker -1.067730e-01
Stroke -5.629096e-03
HeartDiseaseorAttack -6.244228e-03
PhysActivity 5.675209e-02
Fruits 9.797795e-02
Veggies 4.814236e-02
HvyAlcoholConsump -1.983375e-02
AnyHealthcare 8.255077e-02
NoDocbcCost -1.181520e-01
DiffWalk -2.733624e-02
BMI_Underweight -5.421011e-20
BMI_Healthy weight 0.000000e+00
BMI_Overweight -1.694066e-21
BMI_Class 1 Obesity 3.746371e-18
BMI_Class 2 Obesity 1.058791e-22
BMI_Class 3 Obesity 2.646978e-23
GenHlth_Excellent 4.224952e-02
GenHlth_Very good 4.796744e-01
GenHlth_Good -4.662615e-01
GenHlth_Fair -4.916094e-02
GenHlth_Poor -6.501422e-03
MentHlth_0 4.070811e-02
MentHlth_1-5 6.929206e-02
MentHlth_6-10 -2.770029e-02
MentHlth_11-15 -2.187772e-02
MentHlth_16-20 -3.114886e-02
MentHlth_21-25 -1.081885e-03
MentHlth_26-30 -2.819142e-02
PhysHlth_0 5.422961e-02
PhysHlth_1-5 2.343848e-02
PhysHlth_6-10 -9.752060e-03
PhysHlth_11-15 -3.964439e-02
PhysHlth_16-20 -7.813550e-03
PhysHlth_21-25 2.287732e-03
PhysHlth_26-30 -2.274582e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -4.572472e-03
Education_Some high school -8.409968e-03
Education_High school graduate -4.009542e-02
Education_Some college or technical school -4.404687e-01
Education_College graduate 4.935466e-01
Income_Less than $10,000 -4.723830e-02
Income_$10,000-$14,999 -3.151491e-02
Income_$15,000-$19,999 -6.258686e-02
Income_$20,000-$24,999 -4.999087e-02
Income_$25,000-$34,999 -7.590757e-02
Income_$35,000-$49,999 3.403699e-02
Income_$50,000-$74,999 1.029807e-01
Income_$75,000 or more 1.302208e-01
Sex_Female 3.746553e-18
Sex_Male 0.000000e+00
Age_18-29 3.746553e-18
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP -1.761807e-02
HighChol -6.231876e-03
CholCheck -9.061222e-03
Smoker 5.169920e-02
Stroke 1.017249e-02
HeartDiseaseorAttack 1.410152e-03
PhysActivity -4.137653e-02
Fruits -1.871503e-01
Veggies -2.068247e-02
HvyAlcoholConsump 1.065377e-02
AnyHealthcare -3.963744e-03
NoDocbcCost 4.815350e-02
DiffWalk -3.149189e-03
BMI_Underweight 3.469447e-18
BMI_Healthy weight -4.336809e-19
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 9.838619e-19
BMI_Class 2 Obesity -1.355253e-20
BMI_Class 3 Obesity 1.694066e-21
GenHlth_Excellent -4.822164e-02
GenHlth_Very good 4.958031e-01
GenHlth_Good -4.511385e-01
GenHlth_Fair 2.330008e-03
GenHlth_Poor 1.227089e-03
MentHlth_0 -1.108109e-01
MentHlth_1-5 7.469339e-02
MentHlth_6-10 4.019230e-02
MentHlth_11-15 -2.380736e-02
MentHlth_16-20 -5.597235e-03
MentHlth_21-25 1.294715e-03
MentHlth_26-30 2.403510e-02
PhysHlth_0 6.814435e-02
PhysHlth_1-5 -7.634516e-02
PhysHlth_6-10 3.583676e-03
PhysHlth_11-15 -3.117382e-03
PhysHlth_16-20 3.645377e-03
PhysHlth_21-25 4.366402e-04
PhysHlth_26-30 3.652504e-03
Education_Never attended school or only kinderg... 2.027698e-34
Education_Elementary -7.608378e-03
Education_Some high school -1.436410e-02
Education_High school graduate -1.946715e-01
Education_Some college or technical school 5.554711e-01
Education_College graduate -3.388271e-01
Income_Less than $10,000 -9.591816e-04
Income_$10,000-$14,999 2.417522e-02
Income_$15,000-$19,999 -5.885279e-03
Income_$20,000-$24,999 5.256620e-02
Income_$25,000-$34,999 2.793668e-02
Income_$35,000-$49,999 -8.218007e-02
Income_$50,000-$74,999 2.186330e-02
Income_$75,000 or more -3.751686e-02
Sex_Female 9.588334e-19
Sex_Male 0.000000e+00
Age_18-29 9.588334e-19
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP 5.655372e-03
HighChol 3.175726e-02
CholCheck -3.166164e-02
Smoker 1.696602e-01
Stroke 1.575742e-02
HeartDiseaseorAttack 1.482161e-03
PhysActivity -3.098176e-01
Fruits -3.488625e-01
Veggies -3.209501e-01
HvyAlcoholConsump 1.885697e-02
AnyHealthcare -7.458678e-02
NoDocbcCost 6.301104e-02
DiffWalk 3.851076e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity -6.421470e-18
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 4.336809e-19
GenHlth_Excellent -1.615837e-02
GenHlth_Very good 6.161528e-02
GenHlth_Good -2.216390e-01
GenHlth_Fair 1.610181e-01
GenHlth_Poor 1.516401e-02
MentHlth_0 -1.523583e-02
MentHlth_1-5 -9.712572e-02
MentHlth_6-10 4.963142e-02
MentHlth_11-15 3.726341e-02
MentHlth_16-20 -2.184345e-03
MentHlth_21-25 -4.987989e-03
MentHlth_26-30 3.263905e-02
PhysHlth_0 -5.238844e-03
PhysHlth_1-5 -3.410048e-02
PhysHlth_6-10 -1.014306e-02
PhysHlth_11-15 -2.039998e-03
PhysHlth_16-20 7.958472e-03
PhysHlth_21-25 -4.917365e-04
PhysHlth_26-30 4.405565e-02
Education_Never attended school or only kinderg... 7.006714e-31
Education_Elementary 4.244902e-03
Education_Some high school 2.956141e-02
Education_High school graduate 5.356078e-01
Education_Some college or technical school -3.615217e-01
Education_College graduate -2.078924e-01
Income_Less than $10,000 6.950289e-02
Income_$10,000-$14,999 2.137229e-02
Income_$15,000-$19,999 1.748214e-01
Income_$20,000-$24,999 7.795156e-02
Income_$25,000-$34,999 -5.719459e-02
Income_$35,000-$49,999 -3.705676e-02
Income_$50,000-$74,999 -1.137093e-01
Income_$75,000 or more -1.356875e-01
Sex_Female -5.882744e-18
Sex_Male 0.000000e+00
Age_18-29 -5.882744e-18
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP 3.321055e-02
HighChol -5.126559e-02
CholCheck 1.513274e-03
Smoker 2.638703e-01
Stroke -1.012160e-02
HeartDiseaseorAttack -2.218298e-03
PhysActivity 1.793976e-01
Fruits 6.384698e-01
Veggies 3.927072e-01
HvyAlcoholConsump 3.098815e-03
AnyHealthcare -7.979727e-02
NoDocbcCost 8.136584e-02
DiffWalk 2.168289e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -5.291386e-19
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 8.313775e-02
GenHlth_Very good -4.645058e-04
GenHlth_Good -2.148918e-01
GenHlth_Fair 1.182966e-01
GenHlth_Poor 1.392198e-02
MentHlth_0 -1.477103e-01
MentHlth_1-5 4.798750e-02
MentHlth_6-10 1.447539e-02
MentHlth_11-15 1.408729e-02
MentHlth_16-20 1.219075e-02
MentHlth_21-25 3.991952e-03
MentHlth_26-30 5.497743e-02
PhysHlth_0 1.238298e-02
PhysHlth_1-5 -8.672450e-02
PhysHlth_6-10 1.754282e-02
PhysHlth_11-15 1.396234e-02
PhysHlth_16-20 6.730589e-03
PhysHlth_21-25 2.296071e-03
PhysHlth_26-30 3.380970e-02
Education_Never attended school or only kinderg... -1.697563e-30
Education_Elementary 2.447711e-03
Education_Some high school 7.126640e-04
Education_High school graduate 3.437548e-01
Education_Some college or technical school -7.042416e-02
Education_College graduate -2.764910e-01
Income_Less than $10,000 2.511660e-02
Income_$10,000-$14,999 3.314443e-02
Income_$15,000-$19,999 -1.839267e-03
Income_$20,000-$24,999 -7.298643e-04
Income_$25,000-$34,999 4.740441e-02
Income_$35,000-$49,999 -1.922029e-02
Income_$50,000-$74,999 1.807895e-02
Income_$75,000 or more -1.019550e-01
Sex_Female 1.002211e-18
Sex_Male -0.000000e+00
Age_18-29 1.002211e-18
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP -2.328019e-02
HighChol -5.097099e-02
CholCheck -9.209994e-03
Smoker -8.845059e-02
Stroke -1.245412e-02
HeartDiseaseorAttack -6.102522e-03
PhysActivity 1.154974e-01
Fruits -2.196882e-01
Veggies 6.705839e-02
HvyAlcoholConsump 4.546863e-02
AnyHealthcare -1.775916e-02
NoDocbcCost -8.321253e-02
DiffWalk -5.495101e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 1.602999e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.822867e-02
GenHlth_Very good -6.278070e-03
GenHlth_Good 1.997402e-01
GenHlth_Fair -1.221593e-01
GenHlth_Poor -1.307422e-02
MentHlth_0 -4.734064e-01
MentHlth_1-5 4.826121e-01
MentHlth_6-10 -6.745006e-03
MentHlth_11-15 2.120624e-02
MentHlth_16-20 1.169486e-05
MentHlth_21-25 -2.742091e-03
MentHlth_26-30 -2.093657e-02
PhysHlth_0 4.754110e-01
PhysHlth_1-5 -3.458255e-01
PhysHlth_6-10 -5.086935e-02
PhysHlth_11-15 -2.672311e-02
PhysHlth_16-20 -1.705765e-02
PhysHlth_21-25 -7.613523e-04
PhysHlth_26-30 -3.417406e-02
Education_Never attended school or only kinderg... -6.964163e-29
Education_Elementary -6.268914e-03
Education_Some high school -8.360613e-03
Education_High school graduate 1.249593e-01
Education_Some college or technical school -1.133763e-01
Education_College graduate 3.046456e-03
Income_Less than $10,000 -1.259479e-02
Income_$10,000-$14,999 -2.797263e-02
Income_$15,000-$19,999 -2.261735e-02
Income_$20,000-$24,999 5.983598e-03
Income_$25,000-$34,999 2.556527e-02
Income_$35,000-$49,999 -6.931093e-03
Income_$50,000-$74,999 9.690653e-02
Income_$75,000 or more -5.833954e-02
Sex_Female 6.006700e-18
Sex_Male -0.000000e+00
Age_18-29 6.006700e-18
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP 4.987092e-03
HighChol 1.747066e-01
CholCheck -4.632174e-02
Smoker 5.891109e-01
Stroke 6.353239e-03
HeartDiseaseorAttack 1.138691e-02
PhysActivity -5.346735e-02
Fruits -1.567133e-01
Veggies 1.031907e-01
HvyAlcoholConsump 1.172381e-01
AnyHealthcare -1.012296e-01
NoDocbcCost 3.194804e-01
DiffWalk 5.239919e-02
BMI_Underweight 9.714451e-17
BMI_Healthy weight -3.469447e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 6.538974e-17
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 8.663450e-02
GenHlth_Very good -1.662202e-01
GenHlth_Good -9.323095e-02
GenHlth_Fair 1.592938e-01
GenHlth_Poor 1.352282e-02
MentHlth_0 -1.631096e-01
MentHlth_1-5 -1.339013e-01
MentHlth_6-10 1.214340e-01
MentHlth_11-15 4.737964e-02
MentHlth_16-20 5.527100e-02
MentHlth_21-25 1.445471e-03
MentHlth_26-30 7.148081e-02
PhysHlth_0 9.055026e-02
PhysHlth_1-5 -2.566114e-01
PhysHlth_6-10 5.739684e-02
PhysHlth_11-15 2.377751e-02
PhysHlth_16-20 7.496522e-03
PhysHlth_21-25 5.237098e-03
PhysHlth_26-30 7.215318e-02
Education_Never attended school or only kinderg... -3.188260e-26
Education_Elementary 2.062553e-03
Education_Some high school 8.518230e-03
Education_High school graduate -3.199423e-01
Education_Some college or technical school -1.977104e-02
Education_College graduate 3.291326e-01
Income_Less than $10,000 -3.646418e-02
Income_$10,000-$14,999 2.959774e-02
Income_$15,000-$19,999 1.020100e-02
Income_$20,000-$24,999 -8.037656e-02
Income_$25,000-$34,999 -2.388914e-02
Income_$35,000-$49,999 3.315528e-02
Income_$50,000-$74,999 -2.545668e-02
Income_$75,000 or more 9.323253e-02
Sex_Female -1.811281e-18
Sex_Male -0.000000e+00
Age_18-29 -1.811281e-18
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -8.559074e-02
HighChol -4.995986e-02
CholCheck 7.253550e-03
Smoker 5.791010e-01
Stroke -1.773889e-02
HeartDiseaseorAttack -8.729753e-03
PhysActivity -1.190833e-02
Fruits 5.805019e-02
Veggies -7.781824e-02
HvyAlcoholConsump -1.497505e-02
AnyHealthcare 3.489632e-02
NoDocbcCost -1.697044e-01
DiffWalk -2.835062e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 1.084302e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent -3.794094e-01
GenHlth_Very good 3.472911e-01
GenHlth_Good 3.272921e-01
GenHlth_Fair -2.905067e-01
GenHlth_Poor -4.667059e-03
MentHlth_0 1.717909e-01
MentHlth_1-5 -7.871899e-04
MentHlth_6-10 -3.544040e-02
MentHlth_11-15 -3.865182e-02
MentHlth_16-20 -4.306736e-02
MentHlth_21-25 -7.439156e-03
MentHlth_26-30 -4.640496e-02
PhysHlth_0 3.932880e-02
PhysHlth_1-5 9.103519e-02
PhysHlth_6-10 -6.493788e-02
PhysHlth_11-15 -9.640555e-03
PhysHlth_16-20 -7.073790e-03
PhysHlth_21-25 1.716184e-03
PhysHlth_26-30 -5.042795e-02
Education_Never attended school or only kinderg... -7.391311e-26
Education_Elementary -1.814308e-02
Education_Some high school 2.152978e-02
Education_High school graduate 5.919171e-02
Education_Some college or technical school -1.958023e-02
Education_College graduate -4.299818e-02
Income_Less than $10,000 -5.060688e-02
Income_$10,000-$14,999 4.382811e-04
Income_$15,000-$19,999 -5.898022e-02
Income_$20,000-$24,999 -1.505986e-01
Income_$25,000-$34,999 1.726317e-02
Income_$35,000-$49,999 2.459966e-01
Income_$50,000-$74,999 6.355956e-02
Income_$75,000 or more -6.707190e-02
Sex_Female 4.984312e-18
Sex_Male -0.000000e+00
Age_18-29 4.984312e-18
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -2.809831e-03
HighChol 1.480949e-01
CholCheck -1.930432e-03
Smoker -2.238593e-01
Stroke -4.030199e-04
HeartDiseaseorAttack 2.703184e-03
PhysActivity -7.729188e-02
Fruits 1.568976e-01
Veggies -1.576699e-01
HvyAlcoholConsump -4.143038e-02
AnyHealthcare -1.494470e-01
NoDocbcCost 3.700792e-01
DiffWalk 9.984889e-03
BMI_Underweight 3.642919e-17
BMI_Healthy weight 9.887924e-17
BMI_Overweight -8.326673e-17
BMI_Class 1 Obesity 1.104211e-16
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 2.602085e-17
GenHlth_Excellent 1.756990e-02
GenHlth_Very good 2.587397e-02
GenHlth_Good -5.416159e-02
GenHlth_Fair 1.964727e-02
GenHlth_Poor -8.929546e-03
MentHlth_0 -1.944378e-02
MentHlth_1-5 8.387944e-02
MentHlth_6-10 -1.893709e-02
MentHlth_11-15 7.911831e-04
MentHlth_16-20 -1.164170e-02
MentHlth_21-25 3.631364e-03
MentHlth_26-30 -3.827942e-02
PhysHlth_0 8.193481e-02
PhysHlth_1-5 3.266461e-02
PhysHlth_6-10 -6.302563e-02
PhysHlth_11-15 -1.900481e-02
PhysHlth_16-20 4.165590e-03
PhysHlth_21-25 -6.911125e-05
PhysHlth_26-30 -3.666545e-02
Education_Never attended school or only kinderg... 1.002956e-23
Education_Elementary 1.070336e-02
Education_Some high school 2.363228e-02
Education_High school graduate -9.724683e-02
Education_Some college or technical school 1.796955e-02
Education_College graduate 4.494163e-02
Income_Less than $10,000 -1.177214e-02
Income_$10,000-$14,999 -1.766565e-02
Income_$15,000-$19,999 -3.975952e-03
Income_$20,000-$24,999 -5.290962e-02
Income_$25,000-$34,999 -4.649881e-02
Income_$35,000-$49,999 6.602112e-01
Income_$50,000-$74,999 -5.005106e-02
Income_$75,000 or more -4.773379e-01
Sex_Female -4.056344e-18
Sex_Male 0.000000e+00
Age_18-29 -4.056344e-18
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 4.030792e-02 ... 0.0
HighChol 9.470051e-03 ... 0.0
CholCheck -4.775254e-02 ... 0.0
Smoker -1.066824e-01 ... 0.0
Stroke 1.053802e-03 ... 0.0
HeartDiseaseorAttack -5.473639e-03 ... 0.0
PhysActivity 4.249373e-01 ... 0.0
Fruits -2.492334e-01 ... 0.0
Veggies 2.265305e-01 ... 0.0
HvyAlcoholConsump 8.688675e-03 ... 0.0
AnyHealthcare -2.319232e-01 ... 0.0
NoDocbcCost 3.251414e-01 ... 0.0
DiffWalk -1.365047e-02 ... 0.0
BMI_Underweight -2.775558e-17 ... 0.0
BMI_Healthy weight -5.551115e-17 ... 0.0
BMI_Overweight 0.000000e+00 ... 0.0
BMI_Class 1 Obesity 4.226595e-17 ... 0.0
BMI_Class 2 Obesity -2.775558e-17 ... 0.0
BMI_Class 3 Obesity 0.000000e+00 ... 0.0
GenHlth_Excellent -1.853326e-01 ... 0.0
GenHlth_Very good 1.723459e-01 ... 0.0
GenHlth_Good 9.984731e-02 ... 0.0
GenHlth_Fair -5.580049e-02 ... 0.0
GenHlth_Poor -3.106019e-02 ... 0.0
MentHlth_0 9.656513e-02 ... 0.0
MentHlth_1-5 -2.341247e-01 ... 0.0
MentHlth_6-10 1.594728e-01 ... 0.0
MentHlth_11-15 -8.281841e-03 ... 0.0
MentHlth_16-20 2.021138e-03 ... 0.0
MentHlth_21-25 6.543671e-03 ... 0.0
MentHlth_26-30 -2.219616e-02 ... 0.0
PhysHlth_0 8.992689e-04 ... 0.0
PhysHlth_1-5 1.287814e-01 ... 0.0
PhysHlth_6-10 -4.667082e-03 ... 0.0
PhysHlth_11-15 -6.018176e-02 ... 0.0
PhysHlth_16-20 1.120181e-03 ... 0.0
PhysHlth_21-25 3.021782e-03 ... 0.0
PhysHlth_26-30 -6.897383e-02 ... 0.0
Education_Never attended school or only kinderg... 5.790264e-24 ... 0.0
Education_Elementary 1.802429e-02 ... 0.0
Education_Some high school 1.473886e-02 ... 0.0
Education_High school graduate 3.540658e-02 ... 0.0
Education_Some college or technical school -1.309611e-01 ... 0.0
Education_College graduate 6.279137e-02 ... 0.0
Income_Less than $10,000 -3.823214e-02 ... 0.0
Income_$10,000-$14,999 2.528979e-02 ... 0.0
Income_$15,000-$19,999 9.158910e-02 ... 0.0
Income_$20,000-$24,999 5.567315e-02 ... 0.0
Income_$25,000-$34,999 3.424297e-01 ... 0.0
Income_$35,000-$49,999 -2.668942e-01 ... 0.0
Income_$50,000-$74,999 1.078597e-01 ... 0.0
Income_$75,000 or more -3.177151e-01 ... 0.0
Sex_Female 9.893286e-18 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 9.893286e-18 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 -0.000000e+00
HighChol 0.0 0.0 1.118428e-28
CholCheck 0.0 0.0 -8.521615e-28
Smoker 0.0 0.0 4.937289e-29
Stroke 0.0 0.0 1.884042e-27
HeartDiseaseorAttack 0.0 0.0 -1.914646e-27
PhysActivity 0.0 0.0 -2.929659e-29
Fruits 0.0 0.0 -4.352282e-30
Veggies 0.0 0.0 -3.354612e-29
HvyAlcoholConsump 0.0 0.0 -3.168872e-29
AnyHealthcare 0.0 0.0 -3.055997e-28
NoDocbcCost 0.0 0.0 -1.168366e-28
DiffWalk 0.0 0.0 -9.043226e-29
BMI_Underweight 0.0 0.0 -2.127059e-14
BMI_Healthy weight 0.0 0.0 1.606257e-13
BMI_Overweight 0.0 0.0 -1.158855e-13
BMI_Class 1 Obesity 0.0 0.0 2.275846e-13
BMI_Class 2 Obesity 0.0 0.0 -2.299650e-13
BMI_Class 3 Obesity 0.0 0.0 -5.231992e-13
GenHlth_Excellent 0.0 0.0 -1.726630e-13
GenHlth_Very good 0.0 0.0 -1.726630e-13
GenHlth_Good 0.0 0.0 -1.726630e-13
GenHlth_Fair 0.0 0.0 -1.726630e-13
GenHlth_Poor 0.0 0.0 -1.726630e-13
MentHlth_0 0.0 0.0 1.081014e-13
MentHlth_1-5 0.0 0.0 1.081014e-13
MentHlth_6-10 0.0 0.0 1.081014e-13
MentHlth_11-15 0.0 0.0 1.081014e-13
MentHlth_16-20 0.0 0.0 1.081014e-13
MentHlth_21-25 0.0 0.0 1.081014e-13
MentHlth_26-30 0.0 0.0 1.081014e-13
PhysHlth_0 0.0 0.0 -1.049005e-13
PhysHlth_1-5 0.0 0.0 -1.049005e-13
PhysHlth_6-10 0.0 0.0 -1.049005e-13
PhysHlth_11-15 0.0 0.0 -1.049005e-13
PhysHlth_16-20 0.0 0.0 -1.049005e-13
PhysHlth_21-25 0.0 0.0 -1.049005e-13
PhysHlth_26-30 0.0 0.0 -1.049005e-13
Education_Never attended school or only kinderg... 0.0 0.0 4.049328e-12
Education_Elementary 0.0 0.0 -1.328551e-13
Education_Some high school 0.0 0.0 -1.328551e-13
Education_High school graduate 0.0 0.0 -1.328551e-13
Education_Some college or technical school 0.0 0.0 -1.328551e-13
Education_College graduate 0.0 0.0 -1.328551e-13
Income_Less than $10,000 0.0 0.0 -5.311243e-14
Income_$10,000-$14,999 0.0 0.0 -5.311243e-14
Income_$15,000-$19,999 0.0 0.0 -5.311243e-14
Income_$20,000-$24,999 0.0 0.0 -5.311243e-14
Income_$25,000-$34,999 0.0 0.0 -5.311243e-14
Income_$35,000-$49,999 0.0 0.0 -5.311243e-14
Income_$50,000-$74,999 0.0 0.0 -5.311243e-14
Income_$75,000 or more 0.0 0.0 -5.311243e-14
Sex_Female 0.0 0.0 7.071068e-01
Sex_Male 0.0 1.0 -0.000000e+00
Age_18-29 0.0 0.0 -7.071068e-01
Age_30-49 1.0 0.0 -0.000000e+00
Age_50-64 0.0 0.0 -0.000000e+00
Age_65+ 0.0 0.0 -0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol -1.505785e-16
CholCheck 2.903080e-16
Smoker -6.070060e-17
Stroke 1.407152e-15
HeartDiseaseorAttack -6.453061e-16
PhysActivity 6.064541e-17
Fruits -3.136287e-17
Veggies 7.989024e-18
HvyAlcoholConsump 1.661777e-16
AnyHealthcare 1.250673e-16
NoDocbcCost 8.774007e-17
DiffWalk -6.375216e-16
BMI_Underweight 2.025008e-01
BMI_Healthy weight -4.309637e-01
BMI_Overweight 6.312389e-02
BMI_Class 1 Obesity -2.532482e-01
BMI_Class 2 Obesity -8.502552e-02
BMI_Class 3 Obesity 1.803308e-01
GenHlth_Excellent 5.227885e-02
GenHlth_Very good 5.227885e-02
GenHlth_Good 5.227885e-02
GenHlth_Fair 5.227885e-02
GenHlth_Poor 5.227885e-02
MentHlth_0 -5.839084e-02
MentHlth_1-5 -5.839084e-02
MentHlth_6-10 -5.839084e-02
MentHlth_11-15 -5.839084e-02
MentHlth_16-20 -5.839084e-02
MentHlth_21-25 -5.839084e-02
MentHlth_26-30 -5.839084e-02
PhysHlth_0 -2.850462e-02
PhysHlth_1-5 -2.850462e-02
PhysHlth_6-10 -2.850462e-02
PhysHlth_11-15 -2.850462e-02
PhysHlth_16-20 -2.850462e-02
PhysHlth_21-25 -2.850462e-02
PhysHlth_26-30 -2.850462e-02
Education_Never attended school or only kinderg... 3.366143e-03
Education_Elementary 4.259511e-02
Education_Some high school 4.259511e-02
Education_High school graduate 4.259511e-02
Education_Some college or technical school 4.259511e-02
Education_College graduate 4.259511e-02
Income_Less than $10,000 -8.854688e-02
Income_$10,000-$14,999 -8.854688e-02
Income_$15,000-$19,999 -8.854688e-02
Income_$20,000-$24,999 -8.854688e-02
Income_$25,000-$34,999 -8.854688e-02
Income_$35,000-$49,999 -8.854688e-02
Income_$50,000-$74,999 -8.854688e-02
Income_$75,000 or more -8.854688e-02
Sex_Female 5.245803e-01
Sex_Male -0.000000e+00
Age_18-29 5.245803e-01
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol -8.532784e-17
CholCheck 7.365515e-16
Smoker -9.668612e-17
Stroke -7.329320e-16
HeartDiseaseorAttack 7.062813e-16
PhysActivity 1.225789e-16
Fruits -1.813939e-17
Veggies 1.385275e-17
HvyAlcoholConsump -8.789050e-17
AnyHealthcare 1.748542e-16
NoDocbcCost 3.057341e-17
DiffWalk -1.967174e-16
BMI_Underweight 1.763690e-01
BMI_Healthy weight -2.518828e-01
BMI_Overweight 2.810112e-01
BMI_Class 1 Obesity -1.825160e-01
BMI_Class 2 Obesity -2.971276e-03
BMI_Class 3 Obesity 4.599752e-01
GenHlth_Excellent 1.323550e-01
GenHlth_Very good 1.323550e-01
GenHlth_Good 1.323550e-01
GenHlth_Fair 1.323550e-01
GenHlth_Poor 1.323550e-01
MentHlth_0 -9.089205e-02
MentHlth_1-5 -9.089205e-02
MentHlth_6-10 -9.089205e-02
MentHlth_11-15 -9.089205e-02
MentHlth_16-20 -9.089205e-02
MentHlth_21-25 -9.089205e-02
MentHlth_26-30 -9.089205e-02
PhysHlth_0 5.883073e-02
PhysHlth_1-5 5.883073e-02
PhysHlth_6-10 5.883073e-02
PhysHlth_11-15 5.883073e-02
PhysHlth_16-20 5.883073e-02
PhysHlth_21-25 5.883073e-02
PhysHlth_26-30 5.883073e-02
Education_Never attended school or only kinderg... 1.791529e-01
Education_Elementary 1.015289e-01
Education_Some high school 1.015289e-01
Education_High school graduate 1.015289e-01
Education_Some college or technical school 1.015289e-01
Education_College graduate 1.015289e-01
Income_Less than $10,000 1.601950e-01
Income_$10,000-$14,999 1.601950e-01
Income_$15,000-$19,999 1.601950e-01
Income_$20,000-$24,999 1.601950e-01
Income_$25,000-$34,999 1.601950e-01
Income_$35,000-$49,999 1.601950e-01
Income_$50,000-$74,999 1.601950e-01
Income_$75,000 or more 1.601950e-01
Sex_Female -2.479936e-01
Sex_Male -0.000000e+00
Age_18-29 -2.479936e-01
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol -1.505785e-17
CholCheck -4.719415e-16
Smoker 3.856870e-17
Stroke 2.440967e-15
HeartDiseaseorAttack -1.580221e-15
PhysActivity 1.429620e-16
Fruits -1.135954e-17
Veggies -1.538835e-16
HvyAlcoholConsump -5.000139e-17
AnyHealthcare -2.531687e-16
NoDocbcCost -3.107781e-19
DiffWalk -5.664110e-16
BMI_Underweight 4.075442e-01
BMI_Healthy weight -2.314094e-01
BMI_Overweight 6.006974e-02
BMI_Class 1 Obesity -2.300291e-01
BMI_Class 2 Obesity 9.590877e-03
BMI_Class 3 Obesity -2.232382e-01
GenHlth_Excellent -1.227890e-01
GenHlth_Very good -1.227890e-01
GenHlth_Good -1.227890e-01
GenHlth_Fair -1.227890e-01
GenHlth_Poor -1.227890e-01
MentHlth_0 -5.354015e-02
MentHlth_1-5 -5.354015e-02
MentHlth_6-10 -5.354015e-02
MentHlth_11-15 -5.354015e-02
MentHlth_16-20 -5.354015e-02
MentHlth_21-25 -5.354015e-02
MentHlth_26-30 -5.354015e-02
PhysHlth_0 -1.795847e-01
PhysHlth_1-5 -1.795847e-01
PhysHlth_6-10 -1.795847e-01
PhysHlth_11-15 -1.795847e-01
PhysHlth_16-20 -1.795847e-01
PhysHlth_21-25 -1.795847e-01
PhysHlth_26-30 -1.795847e-01
Education_Never attended school or only kinderg... 1.142560e-02
Education_Elementary -2.370857e-01
Education_Some high school -2.370857e-01
Education_High school graduate -2.370857e-01
Education_Some college or technical school -2.370857e-01
Education_College graduate -2.370857e-01
Income_Less than $10,000 7.267925e-02
Income_$10,000-$14,999 7.267925e-02
Income_$15,000-$19,999 7.267925e-02
Income_$20,000-$24,999 7.267925e-02
Income_$25,000-$34,999 7.267925e-02
Income_$35,000-$49,999 7.267925e-02
Income_$50,000-$74,999 7.267925e-02
Income_$75,000 or more 7.267925e-02
Sex_Female -1.209656e-01
Sex_Male 0.000000e+00
Age_18-29 -1.209656e-01
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 4.015428e-17
CholCheck 2.159310e-17
Smoker 9.028995e-17
Stroke -1.417177e-15
HeartDiseaseorAttack 8.689315e-16
PhysActivity 7.857699e-17
Fruits 2.039376e-17
Veggies -1.206827e-16
HvyAlcoholConsump 7.694849e-17
AnyHealthcare 2.439737e-16
NoDocbcCost -4.433486e-17
DiffWalk 5.794073e-16
BMI_Underweight 5.056609e-01
BMI_Healthy weight 2.944180e-01
BMI_Overweight 2.194433e-01
BMI_Class 1 Obesity 8.126591e-02
BMI_Class 2 Obesity 5.692936e-01
BMI_Class 3 Obesity -5.938308e-02
GenHlth_Excellent 2.460047e-03
GenHlth_Very good 2.460047e-03
GenHlth_Good 2.460047e-03
GenHlth_Fair 2.460047e-03
GenHlth_Poor 2.460047e-03
MentHlth_0 -4.775204e-02
MentHlth_1-5 -4.775204e-02
MentHlth_6-10 -4.775204e-02
MentHlth_11-15 -4.775204e-02
MentHlth_16-20 -4.775204e-02
MentHlth_21-25 -4.775204e-02
MentHlth_26-30 -4.775204e-02
PhysHlth_0 1.689362e-01
PhysHlth_1-5 1.689362e-01
PhysHlth_6-10 1.689362e-01
PhysHlth_11-15 1.689362e-01
PhysHlth_16-20 1.689362e-01
PhysHlth_21-25 1.689362e-01
PhysHlth_26-30 1.689362e-01
Education_Never attended school or only kinderg... 1.639414e-02
Education_Elementary -7.656602e-02
Education_Some high school -7.656602e-02
Education_High school graduate -7.656602e-02
Education_Some college or technical school -7.656602e-02
Education_College graduate -7.656602e-02
Income_Less than $10,000 -4.406054e-02
Income_$10,000-$14,999 -4.406054e-02
Income_$15,000-$19,999 -4.406054e-02
Income_$20,000-$24,999 -4.406054e-02
Income_$25,000-$34,999 -4.406054e-02
Income_$35,000-$49,999 -4.406054e-02
Income_$50,000-$74,999 -4.406054e-02
Income_$75,000 or more -4.406054e-02
Sex_Female 8.474912e-02
Sex_Male 0.000000e+00
Age_18-29 8.474912e-02
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 1.317597e-16
HighChol 7.340704e-17 -1.495281e-16
CholCheck 2.654633e-16 4.912221e-16
Smoker -1.685592e-16 7.003665e-17
Stroke 2.711568e-15 -1.938413e-15
HeartDiseaseorAttack -3.320199e-15 -3.862701e-15
PhysActivity 2.114522e-16 5.482308e-17
Fruits 2.039489e-16 -1.930816e-16
Veggies -3.035098e-16 1.332056e-16
HvyAlcoholConsump 1.275715e-16 -8.574024e-17
AnyHealthcare 6.525483e-17 -9.036029e-17
NoDocbcCost 1.358212e-17 8.000683e-17
DiffWalk 9.409111e-18 3.870045e-16
BMI_Underweight 5.496264e-01 9.135535e-02
BMI_Healthy weight 1.367386e-01 -8.587914e-02
BMI_Overweight 2.498161e-01 -6.652080e-03
BMI_Class 1 Obesity 1.936835e-01 -4.367739e-02
BMI_Class 2 Obesity -2.730292e-01 2.239727e-02
BMI_Class 3 Obesity -1.077779e-01 2.399564e-02
GenHlth_Excellent -5.720045e-02 3.059359e-01
GenHlth_Very good -5.720045e-02 3.059359e-01
GenHlth_Good -5.720045e-02 3.059359e-01
GenHlth_Fair -5.720045e-02 3.059359e-01
GenHlth_Poor -5.720045e-02 3.059359e-01
MentHlth_0 1.562862e-01 2.268506e-01
MentHlth_1-5 1.562862e-01 2.268506e-01
MentHlth_6-10 1.562862e-01 2.268506e-01
MentHlth_11-15 1.562862e-01 2.268506e-01
MentHlth_16-20 1.562862e-01 2.268506e-01
MentHlth_21-25 1.562862e-01 2.268506e-01
MentHlth_26-30 1.562862e-01 2.268506e-01
PhysHlth_0 -7.995685e-02 -1.919768e-02
PhysHlth_1-5 -7.995685e-02 -1.919768e-02
PhysHlth_6-10 -7.995685e-02 -1.919768e-02
PhysHlth_11-15 -7.995685e-02 -1.919768e-02
PhysHlth_16-20 -7.995685e-02 -1.919768e-02
PhysHlth_21-25 -7.995685e-02 -1.919768e-02
PhysHlth_26-30 -7.995685e-02 -1.919768e-02
Education_Never attended school or only kinderg... -5.732106e-02 -5.939492e-06
Education_Elementary 2.263593e-01 -1.652634e-01
Education_Some high school 2.263593e-01 -1.652634e-01
Education_High school graduate 2.263593e-01 -1.652634e-01
Education_Some college or technical school 2.263593e-01 -1.652634e-01
Education_College graduate 2.263593e-01 -1.652634e-01
Income_Less than $10,000 1.395352e-02 -3.454690e-02
Income_$10,000-$14,999 1.395352e-02 -3.454690e-02
Income_$15,000-$19,999 1.395352e-02 -3.454690e-02
Income_$20,000-$24,999 1.395352e-02 -3.454690e-02
Income_$25,000-$34,999 1.395352e-02 -3.454690e-02
Income_$35,000-$49,999 1.395352e-02 -3.454690e-02
Income_$50,000-$74,999 1.395352e-02 -3.454690e-02
Income_$75,000 or more 1.395352e-02 -3.454690e-02
Sex_Female 1.789409e-03 -4.663537e-02
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 1.789409e-03 -4.663537e-02
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_8:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.053775 -0.131377 1.105076 -0.128475 0.724952 -0.021929 0.945019
1 0.110007 -0.017814 1.027379 -0.267093 0.543308 0.127889 0.111508
2 0.652761 1.181558 -0.033479 0.169566 -0.644476 -0.362456 -0.060008
3 -0.003950 -0.646414 -0.473327 0.815367 0.220358 0.847414 0.242656
4 -0.104364 -0.743649 -0.003377 -0.806757 0.277499 0.934881 -0.215838
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.284852 0.284399 0.374392 ... 0.0 0.0 0.0 -5.264701e-17
1 -0.313552 0.348645 0.274166 ... 0.0 0.0 0.0 -5.264701e-17
2 0.131445 -0.208161 -0.717165 ... 0.0 0.0 0.0 -5.264701e-17
3 0.343737 -0.599510 0.293264 ... 0.0 0.0 0.0 -5.264701e-17
4 0.150732 0.840189 -0.379894 ... 0.0 0.0 0.0 -5.264701e-17
PC53 PC54 PC55 PC56 PC57 \
0 0.000000e+00 0.000000e+00 -3.330669e-16 3.330669e-16 2.775558e-16
1 1.110223e-16 -3.330669e-16 3.330669e-16 -2.220446e-16 1.110223e-16
2 0.000000e+00 0.000000e+00 0.000000e+00 0.000000e+00 1.665335e-16
3 -2.220446e-16 -6.661338e-16 2.220446e-16 2.775558e-16 -7.216450e-16
4 0.000000e+00 0.000000e+00 3.330669e-16 -2.220446e-16 5.551115e-17
PC58
0 1.665335e-16
1 -5.551115e-16
2 -1.110223e-16
3 -1.665335e-16
4 2.220446e-16
[5 rows x 58 columns]
For Subset_8, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_9:
[1.01097360e-01 7.70791694e-02 7.04625768e-02 6.65690011e-02
6.13661158e-02 5.56753377e-02 4.70830585e-02 4.44046892e-02
4.25702056e-02 3.93458440e-02 3.70709148e-02 3.31369687e-02
2.96081007e-02 2.86998177e-02 2.58977369e-02 2.43573976e-02
2.33156216e-02 1.99408694e-02 1.88373595e-02 1.78808127e-02
1.62142927e-02 1.47237500e-02 1.42934507e-02 1.08977663e-02
1.04559659e-02 9.91609315e-03 9.06688416e-03 8.71718600e-03
8.42335443e-03 7.57488848e-03 6.72110071e-03 4.69389475e-03
3.74836488e-03 3.37267353e-03 2.42691185e-03 1.68545171e-03
1.21239448e-03 1.01949459e-03 4.37123482e-04 1.99379388e-32
5.56490930e-33 3.45376835e-33 2.83269978e-33 1.51361668e-33
5.75526211e-34 5.24833519e-34 5.24833519e-34 5.24833519e-34
5.24833519e-34 5.24833519e-34 5.24833519e-34 5.24833519e-34
5.24833519e-34 5.24833519e-34 5.24833519e-34 5.24833519e-34
5.24833519e-34 1.15689234e-34]
Cumulative Variance for Subset_9:
[0.10109736 0.17817653 0.24863911 0.31520811 0.37657422 0.43224956
0.47933262 0.52373731 0.56630751 0.60565336 0.64272427 0.67586124
0.70546934 0.73416916 0.7600669 0.78442429 0.80773992 0.82768079
0.84651815 0.86439896 0.88061325 0.895337 0.90963045 0.92052822
0.93098418 0.94090028 0.94996716 0.95868435 0.9671077 0.97468259
0.98140369 0.98609759 0.98984595 0.99321862 0.99564554 0.99733099
0.99854338 0.99956288 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_9:
PC1 \
HighBP -1.091888e-01
HighChol -6.557251e-02
CholCheck 2.653003e-03
Smoker 1.648503e-02
Stroke 1.587157e-04
HeartDiseaseorAttack 3.802624e-03
PhysActivity 3.837183e-02
Fruits 1.452105e-01
Veggies -1.122437e-02
HvyAlcoholConsump 1.049921e-02
AnyHealthcare -9.732128e-03
NoDocbcCost -1.189099e-01
DiffWalk -5.449837e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -2.117582e-22
BMI_Overweight -5.293956e-23
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 3.308722e-24
BMI_Class 3 Obesity -2.067952e-25
GenHlth_Excellent 9.722168e-02
GenHlth_Very good 2.222744e-01
GenHlth_Good -2.255673e-01
GenHlth_Fair -8.415745e-02
GenHlth_Poor -9.771367e-03
MentHlth_0 4.814849e-01
MentHlth_1-5 -3.193661e-01
MentHlth_6-10 -3.378419e-02
MentHlth_11-15 -5.316766e-02
MentHlth_16-20 -3.539048e-02
MentHlth_21-25 -6.313420e-03
MentHlth_26-30 -3.346308e-02
PhysHlth_0 4.937226e-01
PhysHlth_1-5 -4.119252e-01
PhysHlth_6-10 -3.563473e-02
PhysHlth_11-15 -2.187837e-02
PhysHlth_16-20 -1.601236e-03
PhysHlth_21-25 -7.006492e-46
PhysHlth_26-30 -2.268304e-02
Education_Never attended school or only kinderg... 1.521723e-44
Education_Elementary 1.939602e-03
Education_Some high school -2.224131e-02
Education_High school graduate 7.046880e-02
Education_Some college or technical school -1.765654e-01
Education_College graduate 1.263983e-01
Income_Less than $10,000 -4.087797e-02
Income_$10,000-$14,999 -3.224035e-02
Income_$15,000-$19,999 -1.933662e-02
Income_$20,000-$24,999 -1.669856e-02
Income_$25,000-$34,999 6.548532e-02
Income_$35,000-$49,999 1.280754e-03
Income_$50,000-$74,999 -4.768599e-02
Income_$75,000 or more 9.007343e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -4.431862e-02
HighChol 4.268978e-03
CholCheck -3.476066e-02
Smoker 1.923358e-01
Stroke -4.119248e-03
HeartDiseaseorAttack -8.640686e-04
PhysActivity -1.703623e-01
Fruits -1.801555e-01
Veggies -1.665021e-01
HvyAlcoholConsump 3.324642e-02
AnyHealthcare -8.826888e-02
NoDocbcCost 1.800596e-03
DiffWalk -3.742182e-03
BMI_Underweight -1.734723e-18
BMI_Healthy weight -8.673617e-19
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity 3.252607e-19
BMI_Class 2 Obesity -2.710505e-20
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -4.302646e-02
GenHlth_Very good -3.250638e-01
GenHlth_Good 4.807377e-01
GenHlth_Fair -1.115380e-01
GenHlth_Poor -1.109529e-03
MentHlth_0 1.675253e-01
MentHlth_1-5 -1.190858e-01
MentHlth_6-10 2.628718e-03
MentHlth_11-15 -2.069291e-02
MentHlth_16-20 -1.849894e-02
MentHlth_21-25 -3.372729e-03
MentHlth_26-30 -8.503672e-03
PhysHlth_0 7.075448e-02
PhysHlth_1-5 -3.863330e-02
PhysHlth_6-10 -1.891474e-02
PhysHlth_11-15 -1.986412e-02
PhysHlth_16-20 -1.388308e-03
PhysHlth_21-25 2.938736e-39
PhysHlth_26-30 8.045988e-03
Education_Never attended school or only kinderg... -2.710582e-39
Education_Elementary 1.258809e-05
Education_Some high school 2.386757e-02
Education_High school graduate 4.845094e-01
Education_Some college or technical school -2.063353e-01
Education_College graduate -3.020543e-01
Income_Less than $10,000 -5.776886e-03
Income_$10,000-$14,999 2.796758e-02
Income_$15,000-$19,999 2.512104e-02
Income_$20,000-$24,999 4.488995e-02
Income_$25,000-$34,999 1.716045e-01
Income_$35,000-$49,999 4.093391e-02
Income_$50,000-$74,999 -8.151736e-02
Income_$75,000 or more -2.232227e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -6.977061e-02
HighChol 2.438113e-03
CholCheck -3.075566e-03
Smoker -9.616470e-02
Stroke 5.221725e-03
HeartDiseaseorAttack 1.202934e-05
PhysActivity 7.302451e-02
Fruits 1.891796e-01
Veggies 1.629363e-01
HvyAlcoholConsump 2.038572e-02
AnyHealthcare 5.149324e-02
NoDocbcCost -1.097647e-02
DiffWalk -4.743605e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 5.204170e-18
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -2.168404e-19
GenHlth_Excellent 3.301771e-02
GenHlth_Very good -2.470344e-01
GenHlth_Good 3.154397e-01
GenHlth_Fair -9.253318e-02
GenHlth_Poor -8.889916e-03
MentHlth_0 1.329200e-01
MentHlth_1-5 -7.598898e-02
MentHlth_6-10 -1.963475e-03
MentHlth_11-15 -5.771105e-02
MentHlth_16-20 4.816965e-03
MentHlth_21-25 2.916743e-04
MentHlth_26-30 -2.365144e-03
PhysHlth_0 2.068285e-01
PhysHlth_1-5 -1.513054e-01
PhysHlth_6-10 -5.921379e-03
PhysHlth_11-15 -1.599210e-02
PhysHlth_16-20 -2.193618e-03
PhysHlth_21-25 0.000000e+00
PhysHlth_26-30 -3.141595e-02
Education_Never attended school or only kinderg... 1.102026e-37
Education_Elementary -1.468467e-02
Education_Some high school -1.944724e-02
Education_High school graduate -3.055763e-01
Education_Some college or technical school 6.653190e-01
Education_College graduate -3.256108e-01
Income_Less than $10,000 1.169141e-02
Income_$10,000-$14,999 1.117249e-02
Income_$15,000-$19,999 1.666684e-02
Income_$20,000-$24,999 -2.271003e-02
Income_$25,000-$34,999 -1.389256e-02
Income_$35,000-$49,999 -5.757291e-02
Income_$50,000-$74,999 2.440597e-02
Income_$75,000 or more 3.023878e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP 5.467241e-02
HighChol 1.052074e-01
CholCheck 1.640541e-02
Smoker -3.536921e-01
Stroke 2.343748e-03
HeartDiseaseorAttack -6.724909e-03
PhysActivity 1.119476e-04
Fruits -1.419517e-01
Veggies -1.182895e-01
HvyAlcoholConsump 2.289312e-02
AnyHealthcare 9.946598e-02
NoDocbcCost -1.898433e-01
DiffWalk -8.445466e-02
BMI_Underweight -1.665335e-16
BMI_Healthy weight -1.665335e-16
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity 3.469447e-18
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -3.957954e-02
GenHlth_Very good -2.130748e-01
GenHlth_Good 3.697106e-01
GenHlth_Fair -9.228497e-02
GenHlth_Poor -2.477128e-02
MentHlth_0 -2.372645e-01
MentHlth_1-5 2.732756e-01
MentHlth_6-10 4.624377e-02
MentHlth_11-15 -2.723815e-02
MentHlth_16-20 -3.957369e-02
MentHlth_21-25 2.646518e-03
MentHlth_26-30 -1.808949e-02
PhysHlth_0 3.225188e-01
PhysHlth_1-5 -2.407246e-01
PhysHlth_6-10 1.317518e-02
PhysHlth_11-15 -1.780444e-02
PhysHlth_16-20 -1.000571e-02
PhysHlth_21-25 0.000000e+00
PhysHlth_26-30 -6.715920e-02
Education_Never attended school or only kinderg... 9.962315e-37
Education_Elementary -1.101929e-02
Education_Some high school 2.504431e-03
Education_High school graduate -1.291732e-01
Education_Some college or technical school -2.369775e-01
Education_College graduate 3.746656e-01
Income_Less than $10,000 -1.978153e-02
Income_$10,000-$14,999 -1.852149e-02
Income_$15,000-$19,999 -5.833360e-02
Income_$20,000-$24,999 -3.939050e-03
Income_$25,000-$34,999 -9.018679e-02
Income_$35,000-$49,999 -9.361010e-02
Income_$50,000-$74,999 1.765085e-01
Income_$75,000 or more 1.078641e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP 1.913318e-01
HighChol 7.340386e-02
CholCheck 6.731507e-02
Smoker 1.777544e-01
Stroke -4.862880e-03
HeartDiseaseorAttack 5.535320e-03
PhysActivity 9.306308e-02
Fruits 4.585346e-01
Veggies 4.137814e-01
HvyAlcoholConsump 1.238832e-02
AnyHealthcare 1.119544e-01
NoDocbcCost 1.083447e-01
DiffWalk 2.152188e-02
BMI_Underweight -8.326673e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 8.300617e-03
GenHlth_Very good -2.636960e-01
GenHlth_Good 2.784546e-01
GenHlth_Fair -1.935312e-02
GenHlth_Poor -3.706115e-03
MentHlth_0 2.502869e-01
MentHlth_1-5 -9.848350e-02
MentHlth_6-10 -9.086031e-02
MentHlth_11-15 -5.370051e-03
MentHlth_16-20 -7.042698e-03
MentHlth_21-25 3.430201e-03
MentHlth_26-30 -5.196050e-02
PhysHlth_0 -1.900654e-01
PhysHlth_1-5 1.765586e-01
PhysHlth_6-10 8.296859e-03
PhysHlth_11-15 -9.785942e-04
PhysHlth_16-20 1.286654e-02
PhysHlth_21-25 -0.000000e+00
PhysHlth_26-30 -6.678025e-03
Education_Never attended school or only kinderg... -1.791160e-36
Education_Elementary -2.059678e-02
Education_Some high school -1.088307e-02
Education_High school graduate -3.318169e-02
Education_Some college or technical school -2.578906e-01
Education_College graduate 3.225522e-01
Income_Less than $10,000 -4.977690e-02
Income_$10,000-$14,999 -1.705622e-02
Income_$15,000-$19,999 -2.948362e-02
Income_$20,000-$24,999 -6.808638e-03
Income_$25,000-$34,999 -5.489219e-02
Income_$35,000-$49,999 4.022173e-02
Income_$50,000-$74,999 -4.323678e-02
Income_$75,000 or more 1.610326e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 5.574363e-02
HighChol 3.397059e-02
CholCheck 5.746684e-03
Smoker 1.961449e-01
Stroke -1.694457e-04
HeartDiseaseorAttack -4.778788e-03
PhysActivity 3.947206e-02
Fruits 5.343011e-01
Veggies 1.258286e-01
HvyAlcoholConsump 1.552217e-02
AnyHealthcare -4.188524e-02
NoDocbcCost -8.640215e-04
DiffWalk 2.274212e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -1.110223e-16
BMI_Overweight -1.110223e-16
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.971463e-01
GenHlth_Very good -4.529992e-02
GenHlth_Good -1.727900e-01
GenHlth_Fair 6.009136e-03
GenHlth_Poor 1.493447e-02
MentHlth_0 -3.658222e-01
MentHlth_1-5 3.481907e-01
MentHlth_6-10 -1.287486e-02
MentHlth_11-15 -1.890295e-02
MentHlth_16-20 1.839088e-02
MentHlth_21-25 -7.259586e-03
MentHlth_26-30 3.827802e-02
PhysHlth_0 2.252724e-01
PhysHlth_1-5 -1.898392e-01
PhysHlth_6-10 -6.294136e-02
PhysHlth_11-15 2.203315e-03
PhysHlth_16-20 -4.255439e-03
PhysHlth_21-25 0.000000e+00
PhysHlth_26-30 2.956029e-02
Education_Never attended school or only kinderg... 3.874429e-35
Education_Elementary -8.601765e-03
Education_Some high school -2.838314e-02
Education_High school graduate 2.641961e-01
Education_Some college or technical school -5.521864e-02
Education_College graduate -1.719925e-01
Income_Less than $10,000 -4.486483e-03
Income_$10,000-$14,999 1.330784e-04
Income_$15,000-$19,999 -1.190845e-02
Income_$20,000-$24,999 1.834099e-02
Income_$25,000-$34,999 6.931431e-02
Income_$35,000-$49,999 -4.319192e-02
Income_$50,000-$74,999 2.316951e-01
Income_$75,000 or more -2.598967e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 4.370514e-01
HighChol 1.540519e-01
CholCheck -5.938780e-02
Smoker 6.295791e-01
Stroke 1.456792e-04
HeartDiseaseorAttack 1.920358e-02
PhysActivity -2.832889e-01
Fruits -2.434487e-01
Veggies -4.755427e-02
HvyAlcoholConsump 1.462912e-02
AnyHealthcare 3.446675e-02
NoDocbcCost 5.017154e-02
DiffWalk 9.423686e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -1.734723e-18
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent -4.246337e-02
GenHlth_Very good -3.433265e-02
GenHlth_Good -2.433631e-02
GenHlth_Fair 8.946622e-02
GenHlth_Poor 1.166612e-02
MentHlth_0 -3.845392e-02
MentHlth_1-5 -3.065316e-02
MentHlth_6-10 -3.985827e-03
MentHlth_11-15 4.250324e-02
MentHlth_16-20 5.805534e-03
MentHlth_21-25 8.173717e-03
MentHlth_26-30 1.661041e-02
PhysHlth_0 1.746291e-01
PhysHlth_1-5 -2.034377e-01
PhysHlth_6-10 -1.061405e-02
PhysHlth_11-15 2.242192e-02
PhysHlth_16-20 4.000594e-03
PhysHlth_21-25 -0.000000e+00
PhysHlth_26-30 1.300018e-02
Education_Never attended school or only kinderg... -4.333342e-34
Education_Elementary 1.003310e-02
Education_Some high school -2.755605e-02
Education_High school graduate -2.614576e-01
Education_Some college or technical school 1.291670e-01
Education_College graduate 1.498136e-01
Income_Less than $10,000 2.238553e-02
Income_$10,000-$14,999 1.165702e-02
Income_$15,000-$19,999 4.665417e-02
Income_$20,000-$24,999 -3.017288e-02
Income_$25,000-$34,999 -1.274301e-01
Income_$35,000-$49,999 8.114757e-02
Income_$50,000-$74,999 5.483840e-02
Income_$75,000 or more -5.907967e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -2.799335e-01
HighChol 4.399578e-02
CholCheck -6.687340e-03
Smoker 3.566634e-01
Stroke -8.284012e-03
HeartDiseaseorAttack -1.213417e-02
PhysActivity -5.856648e-02
Fruits 1.397399e-01
Veggies -1.854035e-01
HvyAlcoholConsump -2.352573e-02
AnyHealthcare 5.774963e-02
NoDocbcCost -2.433651e-01
DiffWalk -7.750516e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight 2.775558e-17
BMI_Overweight -1.387779e-16
BMI_Class 1 Obesity -1.665335e-16
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -2.155475e-01
GenHlth_Very good 4.112524e-01
GenHlth_Good 2.210108e-01
GenHlth_Fair -3.862546e-01
GenHlth_Poor -3.046100e-02
MentHlth_0 9.748301e-02
MentHlth_1-5 2.222733e-01
MentHlth_6-10 -7.848564e-02
MentHlth_11-15 -8.088564e-02
MentHlth_16-20 -4.134083e-02
MentHlth_21-25 -6.126387e-03
MentHlth_26-30 -1.129178e-01
PhysHlth_0 -7.314227e-02
PhysHlth_1-5 2.098181e-01
PhysHlth_6-10 -3.207663e-02
PhysHlth_11-15 -3.603905e-02
PhysHlth_16-20 -1.249503e-02
PhysHlth_21-25 -0.000000e+00
PhysHlth_26-30 -5.606510e-02
Education_Never attended school or only kinderg... -9.244464e-33
Education_Elementary -1.989343e-02
Education_Some high school -2.741517e-03
Education_High school graduate -8.060216e-02
Education_Some college or technical school 6.072153e-02
Education_College graduate 4.251557e-02
Income_Less than $10,000 -6.522960e-02
Income_$10,000-$14,999 -3.006368e-02
Income_$15,000-$19,999 -9.584815e-02
Income_$20,000-$24,999 -1.227180e-01
Income_$25,000-$34,999 4.720092e-02
Income_$35,000-$49,999 -3.043067e-02
Income_$50,000-$74,999 2.510862e-01
Income_$75,000 or more 4.600295e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 2.928742e-01
HighChol 8.075757e-02
CholCheck -2.254975e-02
Smoker 1.243357e-01
Stroke 7.565434e-03
HeartDiseaseorAttack -1.203209e-02
PhysActivity 1.546845e-01
Fruits 6.084630e-02
Veggies -2.062953e-01
HvyAlcoholConsump -2.213318e-02
AnyHealthcare 1.196876e-01
NoDocbcCost -2.460312e-01
DiffWalk 1.725181e-03
BMI_Underweight 1.110223e-16
BMI_Healthy weight 6.938894e-18
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -4.510281e-17
BMI_Class 3 Obesity 1.665335e-16
GenHlth_Excellent -2.287645e-02
GenHlth_Very good -1.291459e-02
GenHlth_Good -4.026539e-02
GenHlth_Fair 6.114208e-02
GenHlth_Poor 1.491434e-02
MentHlth_0 -6.064942e-02
MentHlth_1-5 5.889056e-02
MentHlth_6-10 -7.636312e-03
MentHlth_11-15 -2.835389e-03
MentHlth_16-20 -2.383003e-02
MentHlth_21-25 4.969935e-03
MentHlth_26-30 3.109065e-02
PhysHlth_0 -9.267156e-04
PhysHlth_1-5 5.354360e-03
PhysHlth_6-10 -1.075867e-02
PhysHlth_11-15 -2.754183e-02
PhysHlth_16-20 1.395099e-02
PhysHlth_21-25 8.077936e-28
PhysHlth_26-30 1.992187e-02
Education_Never attended school or only kinderg... -1.232595e-32
Education_Elementary -8.272287e-03
Education_Some high school 6.238844e-03
Education_High school graduate 2.459005e-01
Education_Some college or technical school 2.460154e-02
Education_College graduate -2.684686e-01
Income_Less than $10,000 -2.479968e-02
Income_$10,000-$14,999 2.936473e-02
Income_$15,000-$19,999 -9.141946e-03
Income_$20,000-$24,999 1.284399e-04
Income_$25,000-$34,999 -8.226564e-02
Income_$35,000-$49,999 -3.506942e-01
Income_$50,000-$74,999 -2.109608e-01
Income_$75,000 or more 6.483691e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... \
HighBP 5.104701e-01 ...
HighChol 1.743971e-01 ...
CholCheck 8.948780e-02 ...
Smoker -1.918473e-01 ...
Stroke -3.065106e-04 ...
HeartDiseaseorAttack 1.059888e-02 ...
PhysActivity 3.064246e-01 ...
Fruits -1.525384e-01 ...
Veggies 3.184630e-02 ...
HvyAlcoholConsump 3.114050e-02 ...
AnyHealthcare 1.796860e-01 ...
NoDocbcCost -3.584041e-02 ...
DiffWalk -1.169813e-01 ...
BMI_Underweight 8.326673e-17 ...
BMI_Healthy weight 2.775558e-17 ...
BMI_Overweight 1.387779e-17 ...
BMI_Class 1 Obesity 0.000000e+00 ...
BMI_Class 2 Obesity 8.326673e-17 ...
BMI_Class 3 Obesity -2.081668e-17 ...
GenHlth_Excellent 7.975692e-02 ...
GenHlth_Very good 1.919166e-01 ...
GenHlth_Good -2.527283e-02 ...
GenHlth_Fair -2.397171e-01 ...
GenHlth_Poor -6.683600e-03 ...
MentHlth_0 1.950632e-01 ...
MentHlth_1-5 -7.821442e-02 ...
MentHlth_6-10 -3.159966e-03 ...
MentHlth_11-15 -8.668916e-02 ...
MentHlth_16-20 -8.687910e-03 ...
MentHlth_21-25 1.863782e-03 ...
MentHlth_26-30 -2.017549e-02 ...
PhysHlth_0 -2.450970e-02 ...
PhysHlth_1-5 1.248051e-01 ...
PhysHlth_6-10 5.769946e-02 ...
PhysHlth_11-15 -6.213476e-02 ...
PhysHlth_16-20 -2.155577e-02 ...
PhysHlth_21-25 0.000000e+00 ...
PhysHlth_26-30 -7.430433e-02 ...
Education_Never attended school or only kinderg... 0.000000e+00 ...
Education_Elementary -9.204475e-03 ...
Education_Some high school -8.261563e-02 ...
Education_High school graduate 1.826670e-01 ...
Education_Some college or technical school 4.460673e-02 ...
Education_College graduate -1.354536e-01 ...
Income_Less than $10,000 -4.847823e-02 ...
Income_$10,000-$14,999 4.609195e-02 ...
Income_$15,000-$19,999 1.240073e-02 ...
Income_$20,000-$24,999 9.669897e-02 ...
Income_$25,000-$34,999 -2.328705e-01 ...
Income_$35,000-$49,999 6.570016e-02 ...
Income_$50,000-$74,999 3.300931e-01 ...
Income_$75,000 or more -2.696362e-01 ...
Sex_Female 0.000000e+00 ...
Sex_Male 0.000000e+00 ...
Age_18-29 0.000000e+00 ...
Age_30-49 0.000000e+00 ...
Age_50-64 0.000000e+00 ...
Age_65+ 0.000000e+00 ...
PC49 \
HighBP -0.000000e+00
HighChol -7.632783e-17
CholCheck -4.514077e-17
Smoker 4.190927e-17
Stroke 5.998637e-16
HeartDiseaseorAttack 3.011275e-16
PhysActivity -2.676281e-17
Fruits 4.742587e-17
Veggies -1.466611e-16
HvyAlcoholConsump 9.322968e-17
AnyHealthcare -7.153421e-17
NoDocbcCost -1.732595e-17
DiffWalk -1.942661e-16
BMI_Underweight 5.068104e-01
BMI_Healthy weight 3.621134e-01
BMI_Overweight 3.668916e-02
BMI_Class 1 Obesity 3.436269e-01
BMI_Class 2 Obesity 3.914351e-01
BMI_Class 3 Obesity -4.285627e-01
GenHlth_Excellent 7.028476e-03
GenHlth_Very good 7.028476e-03
GenHlth_Good 7.028476e-03
GenHlth_Fair 7.028476e-03
GenHlth_Poor 7.028476e-03
MentHlth_0 6.169383e-03
MentHlth_1-5 6.169383e-03
MentHlth_6-10 6.169383e-03
MentHlth_11-15 6.169383e-03
MentHlth_16-20 6.169383e-03
MentHlth_21-25 6.169383e-03
MentHlth_26-30 6.169383e-03
PhysHlth_0 1.196660e-02
PhysHlth_1-5 1.196660e-02
PhysHlth_6-10 1.196660e-02
PhysHlth_11-15 1.196660e-02
PhysHlth_16-20 1.196660e-02
PhysHlth_21-25 1.350050e-01
PhysHlth_26-30 1.196660e-02
Education_Never attended school or only kinderg... 3.684044e-01
Education_Elementary 8.439042e-03
Education_Some high school 8.439042e-03
Education_High school graduate 8.439042e-03
Education_Some college or technical school 8.439042e-03
Education_College graduate 8.439042e-03
Income_Less than $10,000 -1.844629e-03
Income_$10,000-$14,999 -1.844629e-03
Income_$15,000-$19,999 -1.844629e-03
Income_$20,000-$24,999 -1.844629e-03
Income_$25,000-$34,999 -1.844629e-03
Income_$35,000-$49,999 -1.844629e-03
Income_$50,000-$74,999 -1.844629e-03
Income_$75,000 or more -1.844629e-03
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC50 \
HighBP -0.000000e+00
HighChol -1.647987e-17
CholCheck -9.430899e-18
Smoker 6.335767e-17
Stroke -6.700421e-18
HeartDiseaseorAttack -1.594354e-16
PhysActivity -1.032231e-17
Fruits -3.293846e-17
Veggies 4.341227e-17
HvyAlcoholConsump -3.947148e-17
AnyHealthcare 5.249739e-18
NoDocbcCost -1.072987e-17
DiffWalk 8.077890e-17
BMI_Underweight -2.236277e-01
BMI_Healthy weight -1.679977e-01
BMI_Overweight 2.942986e-01
BMI_Class 1 Obesity -3.760944e-01
BMI_Class 2 Obesity -2.521734e-01
BMI_Class 3 Obesity -2.269397e-01
GenHlth_Excellent -2.823686e-02
GenHlth_Very good -2.823686e-02
GenHlth_Good -2.823686e-02
GenHlth_Fair -2.823686e-02
GenHlth_Poor -2.823686e-02
MentHlth_0 1.183586e-03
MentHlth_1-5 1.183586e-03
MentHlth_6-10 1.183586e-03
MentHlth_11-15 1.183586e-03
MentHlth_16-20 1.183586e-03
MentHlth_21-25 1.183586e-03
MentHlth_26-30 1.183586e-03
PhysHlth_0 1.499947e-02
PhysHlth_1-5 1.499947e-02
PhysHlth_6-10 1.499947e-02
PhysHlth_11-15 1.499947e-02
PhysHlth_16-20 1.499947e-02
PhysHlth_21-25 1.501117e-01
PhysHlth_26-30 1.499947e-02
Education_Never attended school or only kinderg... 7.419129e-01
Education_Elementary 7.709806e-03
Education_Some high school 7.709806e-03
Education_High school graduate 7.709806e-03
Education_Some college or technical school 7.709806e-03
Education_College graduate 7.709806e-03
Income_Less than $10,000 -6.972985e-04
Income_$10,000-$14,999 -6.972985e-04
Income_$15,000-$19,999 -6.972985e-04
Income_$20,000-$24,999 -6.972985e-04
Income_$25,000-$34,999 -6.972985e-04
Income_$35,000-$49,999 -6.972985e-04
Income_$50,000-$74,999 -6.972985e-04
Income_$75,000 or more -6.972985e-04
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC51 PC52 PC53 \
HighBP 0.000000e+00 0.0 0.0
HighChol 1.301043e-17 0.0 0.0
CholCheck -3.236189e-17 0.0 0.0
Smoker -1.253024e-17 0.0 0.0
Stroke -7.709236e-17 0.0 0.0
HeartDiseaseorAttack -7.280690e-17 0.0 0.0
PhysActivity -1.331277e-17 0.0 0.0
Fruits 1.369016e-17 0.0 0.0
Veggies -8.675058e-19 0.0 0.0
HvyAlcoholConsump -1.396574e-16 0.0 0.0
AnyHealthcare 2.784903e-17 0.0 0.0
NoDocbcCost 2.968338e-18 0.0 0.0
DiffWalk -5.824488e-17 0.0 0.0
BMI_Underweight 6.604445e-02 0.0 0.0
BMI_Healthy weight 1.235097e-01 0.0 0.0
BMI_Overweight 7.485836e-02 0.0 0.0
BMI_Class 1 Obesity -6.897407e-02 0.0 0.0
BMI_Class 2 Obesity -1.699398e-01 0.0 0.0
BMI_Class 3 Obesity 6.209148e-02 0.0 0.0
GenHlth_Excellent -9.816569e-03 0.0 0.0
GenHlth_Very good -9.816569e-03 0.0 0.0
GenHlth_Good -9.816569e-03 0.0 0.0
GenHlth_Fair -9.816569e-03 0.0 0.0
GenHlth_Poor -9.816569e-03 0.0 0.0
MentHlth_0 3.293492e-02 0.0 0.0
MentHlth_1-5 3.293492e-02 0.0 0.0
MentHlth_6-10 3.293492e-02 0.0 0.0
MentHlth_11-15 3.293492e-02 0.0 0.0
MentHlth_16-20 3.293492e-02 0.0 0.0
MentHlth_21-25 3.293492e-02 0.0 0.0
MentHlth_26-30 3.293492e-02 0.0 0.0
PhysHlth_0 -8.465073e-03 0.0 0.0
PhysHlth_1-5 -8.465073e-03 0.0 0.0
PhysHlth_6-10 -8.465073e-03 0.0 0.0
PhysHlth_11-15 -8.465073e-03 0.0 0.0
PhysHlth_16-20 -8.465073e-03 0.0 0.0
PhysHlth_21-25 9.319948e-01 0.0 0.0
PhysHlth_26-30 -8.465073e-03 0.0 0.0
Education_Never attended school or only kinderg... -2.452745e-01 0.0 0.0
Education_Elementary -1.205703e-03 0.0 0.0
Education_Some high school -1.205703e-03 0.0 0.0
Education_High school graduate -1.205703e-03 0.0 0.0
Education_Some college or technical school -1.205703e-03 0.0 0.0
Education_College graduate -1.205703e-03 0.0 0.0
Income_Less than $10,000 -4.331780e-04 0.0 0.0
Income_$10,000-$14,999 -4.331780e-04 0.0 0.0
Income_$15,000-$19,999 -4.331780e-04 0.0 0.0
Income_$20,000-$24,999 -4.331780e-04 0.0 0.0
Income_$25,000-$34,999 -4.331780e-04 0.0 0.0
Income_$35,000-$49,999 -4.331780e-04 0.0 0.0
Income_$50,000-$74,999 -4.331780e-04 0.0 0.0
Income_$75,000 or more -4.331780e-04 0.0 0.0
Sex_Female 0.000000e+00 1.0 0.0
Sex_Male 0.000000e+00 0.0 1.0
Age_18-29 0.000000e+00 0.0 0.0
Age_30-49 0.000000e+00 0.0 0.0
Age_50-64 0.000000e+00 0.0 0.0
Age_65+ 0.000000e+00 0.0 0.0
PC54 PC55 PC56 PC57 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 0.0
Sex_Male 0.0 0.0 0.0 0.0
Age_18-29 1.0 0.0 0.0 0.0
Age_30-49 0.0 1.0 0.0 0.0
Age_50-64 0.0 0.0 1.0 0.0
Age_65+ 0.0 0.0 0.0 1.0
PC58
HighBP 0.000000e+00
HighChol 1.387779e-16
CholCheck -1.879119e-16
Smoker -8.968671e-17
Stroke -1.623611e-16
HeartDiseaseorAttack 2.223749e-16
PhysActivity 3.762867e-17
Fruits -7.430728e-18
Veggies -8.520674e-17
HvyAlcoholConsump -1.590072e-16
AnyHealthcare 5.739385e-17
NoDocbcCost -3.670402e-17
DiffWalk -3.098640e-16
BMI_Underweight 6.734995e-01
BMI_Healthy weight -4.068576e-01
BMI_Overweight -1.666605e-01
BMI_Class 1 Obesity -2.589519e-01
BMI_Class 2 Obesity -8.566836e-02
BMI_Class 3 Obesity 2.377873e-01
GenHlth_Excellent 1.734950e-02
GenHlth_Very good 1.734950e-02
GenHlth_Good 1.734950e-02
GenHlth_Fair 1.734950e-02
GenHlth_Poor 1.734950e-02
MentHlth_0 1.650422e-01
MentHlth_1-5 1.650422e-01
MentHlth_6-10 1.650422e-01
MentHlth_11-15 1.650422e-01
MentHlth_16-20 1.650422e-01
MentHlth_21-25 1.650422e-01
MentHlth_26-30 1.650422e-01
PhysHlth_0 -2.466956e-02
PhysHlth_1-5 -2.466956e-02
PhysHlth_6-10 -2.466956e-02
PhysHlth_11-15 -2.466956e-02
PhysHlth_16-20 -2.466956e-02
PhysHlth_21-25 -4.481270e-02
PhysHlth_26-30 -2.466956e-02
Education_Never attended school or only kinderg... 1.054765e-01
Education_Elementary -4.855106e-02
Education_Some high school -4.855106e-02
Education_High school graduate -4.855106e-02
Education_Some college or technical school -4.855106e-02
Education_College graduate -4.855106e-02
Income_Less than $10,000 1.324266e-02
Income_$10,000-$14,999 1.324266e-02
Income_$15,000-$19,999 1.324266e-02
Income_$20,000-$24,999 1.324266e-02
Income_$25,000-$34,999 1.324266e-02
Income_$35,000-$49,999 1.324266e-02
Income_$50,000-$74,999 1.324266e-02
Income_$75,000 or more 1.324266e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_9:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.725262 -0.739900 0.523056 -0.228036 -0.615065 -0.713712 -0.202788
1 0.992454 0.052827 0.021392 -0.088688 0.340175 0.382450 -0.844992
2 -1.513498 -0.169491 0.647035 -0.233968 0.201443 0.303954 -0.694707
3 0.336973 1.009831 -0.022562 0.338645 0.234704 -0.233817 0.008491
4 0.499703 1.714021 -0.241237 0.051881 -0.380832 -0.146210 0.323285
PC8 PC9 PC10 ... PC49 PC50 \
0 0.129311 0.461140 0.099359 ... -6.573372e-18 7.303024e-17
1 -0.499072 0.733323 -0.027279 ... 9.021083e-17 -7.113981e-17
2 0.050687 -0.440564 -0.357560 ... -5.887159e-17 -7.971088e-17
3 -0.582147 -0.073234 0.897176 ... 4.238612e-17 -3.914815e-17
4 0.376052 0.078266 -0.441982 ... -3.737657e-18 2.099513e-17
PC51 PC52 PC53 PC54 PC55 \
0 -1.886087e-17 1.251409e-18 -3.133254e-17 -3.687900e-17 -5.103594e-17
1 -1.155232e-17 9.594389e-17 -5.206178e-17 -2.184283e-18 -1.863735e-17
2 1.069928e-16 -7.350783e-18 -1.906193e-17 -1.673756e-17 -1.358160e-17
3 -1.880223e-18 8.394571e-17 2.377202e-18 4.778795e-17 1.921395e-17
4 1.765217e-17 -1.684062e-17 -6.367948e-18 7.233950e-18 1.853376e-18
PC56 PC57 PC58
0 -5.931200e-17 -2.264099e-17 -5.793533e-17
1 -4.443044e-18 1.003225e-16 5.960453e-19
2 -1.767371e-17 4.618752e-17 2.514845e-17
3 -5.566050e-17 5.153099e-17 -7.795066e-18
4 1.720973e-17 -2.997015e-19 -8.449049e-18
[5 rows x 58 columns]
For Subset_9, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_10:
[9.57247987e-02 8.23148637e-02 7.25790298e-02 6.37764655e-02
5.52069573e-02 4.88885785e-02 4.29771520e-02 4.01273611e-02
3.75959019e-02 3.42655179e-02 3.23059324e-02 3.09682529e-02
3.07474517e-02 2.82709251e-02 2.72859888e-02 2.70442903e-02
2.40377288e-02 2.30731478e-02 2.13498853e-02 2.02916374e-02
1.84223207e-02 1.70501789e-02 1.50697998e-02 1.45239881e-02
1.26879563e-02 1.19753869e-02 1.08974885e-02 1.00486038e-02
8.65330126e-03 8.04632704e-03 6.98403774e-03 6.33674803e-03
5.12529245e-03 3.98274938e-03 3.75811156e-03 2.42207552e-03
1.88438900e-03 1.73242294e-03 9.20373958e-04 6.46581003e-04
1.88783878e-32 8.64589442e-33 4.90274167e-33 3.34839994e-33
2.77111811e-33 1.09850094e-33 4.82197270e-34 4.82197270e-34
4.82197270e-34 4.82197270e-34 4.82197270e-34 4.82197270e-34
4.82197270e-34 4.82197270e-34 4.82197270e-34 4.82197270e-34
1.58473555e-34 1.22053727e-34]
Cumulative Variance for Subset_10:
[0.0957248 0.17803966 0.25061869 0.31439516 0.36960212 0.41849069
0.46146785 0.50159521 0.53919111 0.57345663 0.60576256 0.63673081
0.66747826 0.69574919 0.72303518 0.75007947 0.7741172 0.79719034
0.81854023 0.83883187 0.85725419 0.87430437 0.88937417 0.90389815
0.91658611 0.9285615 0.93945899 0.94950759 0.95816089 0.96620722
0.97319126 0.979528 0.9846533 0.98863605 0.99239416 0.99481623
0.99670062 0.99843305 0.99935342 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_10:
PC1 \
HighBP -7.660395e-02
HighChol -1.117533e-01
CholCheck 1.854242e-02
Smoker -1.180055e-01
Stroke 1.448852e-03
HeartDiseaseorAttack -5.646531e-03
PhysActivity 5.605200e-02
Fruits 1.386037e-01
Veggies 1.631566e-02
HvyAlcoholConsump -1.198219e-02
AnyHealthcare 7.333720e-02
NoDocbcCost -1.815066e-01
DiffWalk -6.811468e-02
BMI_Underweight 5.082198e-21
BMI_Healthy weight 4.235165e-22
BMI_Overweight 1.058791e-22
BMI_Class 1 Obesity 1.323489e-23
BMI_Class 2 Obesity -1.654361e-24
BMI_Class 3 Obesity 2.067952e-25
GenHlth_Excellent 8.419281e-02
GenHlth_Very good 3.422793e-01
GenHlth_Good -2.858109e-01
GenHlth_Fair -1.122816e-01
GenHlth_Poor -2.837955e-02
MentHlth_0 3.977621e-01
MentHlth_1-5 -1.032541e-01
MentHlth_6-10 -5.722311e-02
MentHlth_11-15 -6.620178e-02
MentHlth_16-20 -4.342759e-02
MentHlth_21-25 -1.234519e-02
MentHlth_26-30 -1.153103e-01
PhysHlth_0 5.577149e-01
PhysHlth_1-5 -3.982380e-01
PhysHlth_6-10 -6.793328e-02
PhysHlth_11-15 -3.795741e-02
PhysHlth_16-20 -1.077849e-02
PhysHlth_21-25 -6.527188e-03
PhysHlth_26-30 -3.628048e-02
Education_Never attended school or only kinderg... -2.578389e-43
Education_Elementary -1.360378e-02
Education_Some high school -2.372909e-02
Education_High school graduate 1.528870e-03
Education_Some college or technical school 2.097738e-02
Education_College graduate 1.482662e-02
Income_Less than $10,000 -2.520482e-02
Income_$10,000-$14,999 -1.740641e-02
Income_$15,000-$19,999 -2.665594e-03
Income_$20,000-$24,999 -6.431887e-02
Income_$25,000-$34,999 7.364594e-03
Income_$35,000-$49,999 7.188578e-02
Income_$50,000-$74,999 3.816875e-02
Income_$75,000 or more -7.823437e-03
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP 2.432955e-02
HighChol 6.202537e-02
CholCheck -5.881926e-03
Smoker -1.820332e-01
Stroke 7.212612e-03
HeartDiseaseorAttack -7.718124e-03
PhysActivity 1.572206e-02
Fruits -2.826707e-01
Veggies -1.154095e-01
HvyAlcoholConsump -5.177001e-02
AnyHealthcare 3.533980e-02
NoDocbcCost -2.438037e-02
DiffWalk -5.202041e-02
BMI_Underweight -2.168404e-19
BMI_Healthy weight 1.084202e-19
BMI_Overweight -1.355253e-20
BMI_Class 1 Obesity -6.776264e-21
BMI_Class 2 Obesity -8.470329e-22
BMI_Class 3 Obesity 1.588187e-22
GenHlth_Excellent -4.329006e-02
GenHlth_Very good 3.489416e-01
GenHlth_Good -2.365592e-01
GenHlth_Fair -6.149129e-02
GenHlth_Poor -7.600987e-03
MentHlth_0 -7.197590e-02
MentHlth_1-5 5.700716e-02
MentHlth_6-10 8.601527e-02
MentHlth_11-15 -2.912031e-02
MentHlth_16-20 6.492995e-03
MentHlth_21-25 -1.075448e-02
MentHlth_26-30 -3.766474e-02
PhysHlth_0 -1.374019e-01
PhysHlth_1-5 1.929474e-01
PhysHlth_6-10 -5.429203e-03
PhysHlth_11-15 -1.845322e-02
PhysHlth_16-20 1.243258e-03
PhysHlth_21-25 -4.348233e-03
PhysHlth_26-30 -2.855806e-02
Education_Never attended school or only kinderg... -2.582873e-40
Education_Elementary -8.961907e-03
Education_Some high school -2.158291e-03
Education_High school graduate -1.264558e-01
Education_Some college or technical school -4.622095e-01
Education_College graduate 5.997856e-01
Income_Less than $10,000 -5.324777e-02
Income_$10,000-$14,999 -2.672163e-02
Income_$15,000-$19,999 -3.157929e-03
Income_$20,000-$24,999 -4.513899e-02
Income_$25,000-$34,999 -5.518537e-03
Income_$35,000-$49,999 7.518122e-02
Income_$50,000-$74,999 3.723135e-02
Income_$75,000 or more 2.137229e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP 7.797116e-02
HighChol 5.600023e-02
CholCheck 1.052800e-02
Smoker -2.389140e-01
Stroke -1.387104e-03
HeartDiseaseorAttack 3.173446e-03
PhysActivity -1.145014e-01
Fruits -2.195059e-01
Veggies -2.032467e-01
HvyAlcoholConsump -3.924691e-02
AnyHealthcare -2.958572e-02
NoDocbcCost -2.058862e-02
DiffWalk -2.333787e-02
BMI_Underweight 8.673617e-19
BMI_Healthy weight 2.168404e-19
BMI_Overweight 5.421011e-20
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -3.388132e-21
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 4.983516e-02
GenHlth_Very good -4.470364e-01
GenHlth_Good 5.075782e-01
GenHlth_Fair -9.180972e-02
GenHlth_Poor -1.856715e-02
MentHlth_0 3.458440e-01
MentHlth_1-5 -1.204200e-01
MentHlth_6-10 -6.082665e-02
MentHlth_11-15 -4.887476e-02
MentHlth_16-20 -4.192489e-02
MentHlth_21-25 -1.176545e-03
MentHlth_26-30 -7.262117e-02
PhysHlth_0 1.605354e-01
PhysHlth_1-5 -1.169750e-01
PhysHlth_6-10 -1.523134e-02
PhysHlth_11-15 -1.429050e-02
PhysHlth_16-20 -4.375356e-03
PhysHlth_21-25 -8.266886e-03
PhysHlth_26-30 -1.396341e-03
Education_Never attended school or only kinderg... 5.142788e-39
Education_Elementary 2.489799e-03
Education_Some high school 5.151763e-03
Education_High school graduate 1.714488e-01
Education_Some college or technical school -3.196750e-01
Education_College graduate 1.405846e-01
Income_Less than $10,000 2.154994e-02
Income_$10,000-$14,999 -1.721957e-02
Income_$15,000-$19,999 -2.237336e-02
Income_$20,000-$24,999 -3.999563e-02
Income_$25,000-$34,999 1.181803e-02
Income_$35,000-$49,999 6.522279e-02
Income_$50,000-$74,999 -8.959665e-02
Income_$75,000 or more 7.059445e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP 3.213291e-02
HighChol -1.404586e-03
CholCheck 1.885642e-02
Smoker 2.696056e-01
Stroke 3.385731e-03
HeartDiseaseorAttack 7.558736e-03
PhysActivity -1.172079e-01
Fruits 1.966166e-01
Veggies -1.763947e-02
HvyAlcoholConsump -3.121946e-03
AnyHealthcare -9.740289e-02
NoDocbcCost 1.562346e-01
DiffWalk 1.802276e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -6.938894e-18
BMI_Overweight 3.469447e-18
BMI_Class 1 Obesity -4.336809e-19
BMI_Class 2 Obesity -1.084202e-19
BMI_Class 3 Obesity -5.421011e-20
GenHlth_Excellent 3.089990e-02
GenHlth_Very good 2.482562e-02
GenHlth_Good -3.024349e-01
GenHlth_Fair 2.423567e-01
GenHlth_Poor 4.352645e-03
MentHlth_0 1.499401e-01
MentHlth_1-5 -1.799029e-01
MentHlth_6-10 8.464970e-03
MentHlth_11-15 -4.213272e-02
MentHlth_16-20 2.165351e-02
MentHlth_21-25 -8.646708e-03
MentHlth_26-30 5.062377e-02
PhysHlth_0 -1.117876e-01
PhysHlth_1-5 -8.014348e-03
PhysHlth_6-10 8.892780e-02
PhysHlth_11-15 1.861291e-02
PhysHlth_16-20 2.787931e-03
PhysHlth_21-25 -4.405161e-03
PhysHlth_26-30 1.387846e-02
Education_Never attended school or only kinderg... 1.504633e-36
Education_Elementary 6.815200e-03
Education_Some high school 3.390887e-02
Education_High school graduate 5.601739e-01
Education_Some college or technical school -4.765639e-01
Education_College graduate -1.243341e-01
Income_Less than $10,000 3.496905e-02
Income_$10,000-$14,999 8.420004e-02
Income_$15,000-$19,999 5.057111e-02
Income_$20,000-$24,999 1.102086e-01
Income_$25,000-$34,999 -2.098712e-02
Income_$35,000-$49,999 -4.398799e-02
Income_$50,000-$74,999 -9.686144e-02
Income_$75,000 or more -1.181122e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -8.639918e-03
HighChol 1.125743e-01
CholCheck 1.771984e-02
Smoker -7.477949e-02
Stroke 3.380226e-03
HeartDiseaseorAttack -8.264876e-03
PhysActivity -1.251413e-01
Fruits 4.109127e-02
Veggies 6.403162e-02
HvyAlcoholConsump 1.994297e-02
AnyHealthcare 3.695964e-02
NoDocbcCost 1.297332e-02
DiffWalk 1.125727e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 5.551115e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity -1.734723e-18
GenHlth_Excellent 5.220826e-03
GenHlth_Very good 5.604122e-02
GenHlth_Good -7.799507e-02
GenHlth_Fair 3.189733e-02
GenHlth_Poor -1.516431e-02
MentHlth_0 6.046695e-01
MentHlth_1-5 -4.459517e-01
MentHlth_6-10 -1.129735e-01
MentHlth_11-15 -3.620364e-02
MentHlth_16-20 1.134095e-02
MentHlth_21-25 -9.009524e-03
MentHlth_26-30 -1.187209e-02
PhysHlth_0 -3.508520e-01
PhysHlth_1-5 3.494638e-01
PhysHlth_6-10 -1.413601e-03
PhysHlth_11-15 6.774355e-03
PhysHlth_16-20 -7.089285e-03
PhysHlth_21-25 1.039782e-04
PhysHlth_26-30 3.012734e-03
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -9.918386e-03
Education_Some high school 1.390860e-02
Education_High school graduate -2.315365e-01
Education_Some college or technical school 2.228826e-01
Education_College graduate 4.663674e-03
Income_Less than $10,000 -2.547331e-02
Income_$10,000-$14,999 -6.105890e-03
Income_$15,000-$19,999 -2.849499e-02
Income_$20,000-$24,999 1.233184e-03
Income_$25,000-$34,999 9.289431e-02
Income_$35,000-$49,999 -6.619963e-02
Income_$50,000-$74,999 6.287671e-02
Income_$75,000 or more -3.073038e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 1.927965e-02
HighChol -1.715682e-02
CholCheck -1.437649e-02
Smoker 1.396126e-01
Stroke 7.907834e-03
HeartDiseaseorAttack 5.881766e-03
PhysActivity 2.922224e-01
Fruits 6.522830e-01
Veggies 3.383881e-01
HvyAlcoholConsump 1.036114e-03
AnyHealthcare 5.064089e-02
NoDocbcCost 1.458777e-02
DiffWalk -6.992870e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent -1.826414e-02
GenHlth_Very good -1.459482e-01
GenHlth_Good 2.312246e-01
GenHlth_Fair -3.167476e-02
GenHlth_Poor -3.533749e-02
MentHlth_0 2.043561e-02
MentHlth_1-5 -3.894517e-02
MentHlth_6-10 2.317810e-02
MentHlth_11-15 -3.765787e-02
MentHlth_16-20 -1.430376e-02
MentHlth_21-25 2.201641e-02
MentHlth_26-30 2.527668e-02
PhysHlth_0 2.965047e-02
PhysHlth_1-5 4.204835e-02
PhysHlth_6-10 -8.934737e-02
PhysHlth_11-15 1.965645e-02
PhysHlth_16-20 1.021259e-02
PhysHlth_21-25 -3.663744e-03
PhysHlth_26-30 -8.556740e-03
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary 5.397498e-03
Education_Some high school -1.838846e-02
Education_High school graduate -1.535046e-01
Education_Some college or technical school -2.061658e-01
Education_College graduate 3.726614e-01
Income_Less than $10,000 -8.516112e-02
Income_$10,000-$14,999 -1.150294e-02
Income_$15,000-$19,999 -7.559289e-02
Income_$20,000-$24,999 1.274344e-01
Income_$25,000-$34,999 -7.189156e-02
Income_$35,000-$49,999 -3.554677e-02
Income_$50,000-$74,999 8.092081e-02
Income_$75,000 or more 7.134011e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP -5.290746e-02
HighChol 6.985895e-02
CholCheck -4.179405e-03
Smoker 7.122347e-01
Stroke 7.143551e-04
HeartDiseaseorAttack -1.255537e-02
PhysActivity 1.169990e-01
Fruits -3.333840e-01
Veggies -5.277284e-02
HvyAlcoholConsump 2.134039e-02
AnyHealthcare -4.308653e-02
NoDocbcCost 2.755050e-02
DiffWalk -7.058695e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 3.816392e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.665335e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -1.182888e-01
GenHlth_Very good 2.165080e-01
GenHlth_Good 2.310606e-01
GenHlth_Fair -3.101796e-01
GenHlth_Poor -1.910032e-02
MentHlth_0 1.324931e-01
MentHlth_1-5 -6.958864e-02
MentHlth_6-10 -2.795227e-02
MentHlth_11-15 7.920667e-02
MentHlth_16-20 -1.489351e-02
MentHlth_21-25 -2.371084e-02
MentHlth_26-30 -7.555452e-02
PhysHlth_0 8.357921e-02
PhysHlth_1-5 7.319654e-03
PhysHlth_6-10 -3.551535e-02
PhysHlth_11-15 -1.367323e-02
PhysHlth_16-20 -6.795386e-03
PhysHlth_21-25 -1.101021e-02
PhysHlth_26-30 -2.390469e-02
Education_Never attended school or only kinderg... -4.038968e-28
Education_Elementary -3.100546e-03
Education_Some high school 4.489418e-02
Education_High school graduate -2.066212e-02
Education_Some college or technical school -2.063187e-02
Education_College graduate -4.996398e-04
Income_Less than $10,000 -1.650894e-02
Income_$10,000-$14,999 1.937337e-02
Income_$15,000-$19,999 -1.619945e-01
Income_$20,000-$24,999 2.117297e-01
Income_$25,000-$34,999 -7.873622e-02
Income_$35,000-$49,999 -5.201289e-02
Income_$50,000-$74,999 9.667168e-02
Income_$75,000 or more -1.852211e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP 3.183379e-02
HighChol 1.259236e-01
CholCheck -4.664528e-02
Smoker 1.346524e-01
Stroke 4.580333e-03
HeartDiseaseorAttack 1.284667e-02
PhysActivity -2.698910e-01
Fruits -3.457768e-02
Veggies -1.226947e-01
HvyAlcoholConsump -1.997662e-02
AnyHealthcare -2.507525e-01
NoDocbcCost 5.314545e-01
DiffWalk 3.130363e-02
BMI_Underweight 2.862294e-17
BMI_Healthy weight -1.110223e-16
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity 9.714451e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 5.720657e-02
GenHlth_Very good -1.551185e-01
GenHlth_Good -1.388388e-01
GenHlth_Fair 2.462612e-01
GenHlth_Poor -9.510516e-03
MentHlth_0 -5.281571e-02
MentHlth_1-5 -1.707632e-01
MentHlth_6-10 6.149058e-02
MentHlth_11-15 2.732110e-02
MentHlth_16-20 -9.249505e-03
MentHlth_21-25 2.729659e-02
MentHlth_26-30 1.167201e-01
PhysHlth_0 2.520607e-01
PhysHlth_1-5 -2.238674e-01
PhysHlth_6-10 -1.714534e-02
PhysHlth_11-15 -1.754650e-02
PhysHlth_16-20 1.024025e-03
PhysHlth_21-25 6.845961e-03
PhysHlth_26-30 -1.371399e-03
Education_Never attended school or only kinderg... -5.169879e-26
Education_Elementary 4.811660e-03
Education_Some high school -6.566635e-03
Education_High school graduate -3.652619e-01
Education_Some college or technical school 1.152218e-01
Education_College graduate 2.517950e-01
Income_Less than $10,000 -2.211804e-02
Income_$10,000-$14,999 -4.207588e-02
Income_$15,000-$19,999 1.070511e-01
Income_$20,000-$24,999 1.159859e-01
Income_$25,000-$34,999 -1.264581e-01
Income_$35,000-$49,999 7.994861e-03
Income_$50,000-$74,999 -1.452860e-02
Income_$75,000 or more -2.585124e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP -1.464553e-01
HighChol -8.914258e-02
CholCheck 6.177076e-02
Smoker 5.444233e-02
Stroke -8.247087e-03
HeartDiseaseorAttack -1.241573e-02
PhysActivity 2.851112e-01
Fruits -3.437435e-01
Veggies 1.728508e-01
HvyAlcoholConsump 1.821536e-02
AnyHealthcare 1.368374e-01
NoDocbcCost -1.730705e-01
DiffWalk -2.318157e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 2.081668e-17
GenHlth_Excellent 1.261627e-01
GenHlth_Very good -2.829083e-01
GenHlth_Good -1.720316e-01
GenHlth_Fair 3.197185e-01
GenHlth_Poor 9.058595e-03
MentHlth_0 3.543966e-02
MentHlth_1-5 -1.429195e-01
MentHlth_6-10 1.105728e-01
MentHlth_11-15 -8.355968e-02
MentHlth_16-20 1.329089e-02
MentHlth_21-25 -1.617117e-02
MentHlth_26-30 8.334704e-02
PhysHlth_0 1.305928e-02
PhysHlth_1-5 -4.986606e-02
PhysHlth_6-10 3.261540e-02
PhysHlth_11-15 -1.937886e-02
PhysHlth_16-20 2.536795e-03
PhysHlth_21-25 8.708454e-03
PhysHlth_26-30 1.232500e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -6.120246e-03
Education_Some high school -6.772992e-03
Education_High school graduate 2.225935e-02
Education_Some college or technical school -2.293436e-02
Education_College graduate 1.356825e-02
Income_Less than $10,000 4.018148e-03
Income_$10,000-$14,999 -8.804751e-03
Income_$15,000-$19,999 5.219569e-02
Income_$20,000-$24,999 -8.712087e-02
Income_$25,000-$34,999 -3.658848e-01
Income_$35,000-$49,999 -2.217403e-01
Income_$50,000-$74,999 3.935431e-01
Income_$75,000 or more 2.337938e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... \
HighBP -2.714063e-02 ...
HighChol -2.227912e-01 ...
CholCheck -1.760692e-02 ...
Smoker -3.091670e-01 ...
Stroke -9.547046e-03 ...
HeartDiseaseorAttack -2.685646e-02 ...
PhysActivity 4.784625e-01 ...
Fruits -6.776377e-02 ...
Veggies -1.339282e-01 ...
HvyAlcoholConsump -1.791533e-02 ...
AnyHealthcare -1.535680e-01 ...
NoDocbcCost 4.760993e-01 ...
DiffWalk -1.372829e-01 ...
BMI_Underweight 1.214306e-16 ...
BMI_Healthy weight -8.326673e-17 ...
BMI_Overweight -3.400058e-16 ...
BMI_Class 1 Obesity 1.110223e-16 ...
BMI_Class 2 Obesity -1.110223e-16 ...
BMI_Class 3 Obesity -5.551115e-17 ...
GenHlth_Excellent -1.764237e-02 ...
GenHlth_Very good 1.026858e-01 ...
GenHlth_Good 2.330092e-02 ...
GenHlth_Fair -3.257397e-02 ...
GenHlth_Poor -7.577043e-02 ...
MentHlth_0 -1.897715e-02 ...
MentHlth_1-5 -1.298689e-01 ...
MentHlth_6-10 6.528219e-02 ...
MentHlth_11-15 6.264037e-02 ...
MentHlth_16-20 3.376528e-02 ...
MentHlth_21-25 1.597191e-02 ...
MentHlth_26-30 -2.881374e-02 ...
PhysHlth_0 9.506305e-02 ...
PhysHlth_1-5 1.437144e-01 ...
PhysHlth_6-10 -5.899347e-02 ...
PhysHlth_11-15 -7.596703e-02 ...
PhysHlth_16-20 -1.723871e-02 ...
PhysHlth_21-25 1.381547e-03 ...
PhysHlth_26-30 -8.795980e-02 ...
Education_Never attended school or only kinderg... 2.117582e-22 ...
Education_Elementary -3.349071e-02 ...
Education_Some high school -2.088026e-02 ...
Education_High school graduate 1.414056e-01 ...
Education_Some college or technical school 3.102360e-02 ...
Education_College graduate -1.180582e-01 ...
Income_Less than $10,000 -5.722566e-02 ...
Income_$10,000-$14,999 -5.233809e-02 ...
Income_$15,000-$19,999 -1.260182e-01 ...
Income_$20,000-$24,999 1.857506e-01 ...
Income_$25,000-$34,999 2.208012e-01 ...
Income_$35,000-$49,999 -2.931824e-01 ...
Income_$50,000-$74,999 1.527897e-02 ...
Income_$75,000 or more 1.069336e-01 ...
Sex_Female -0.000000e+00 ...
Sex_Male -0.000000e+00 ...
Age_18-29 -0.000000e+00 ...
Age_30-49 -0.000000e+00 ...
Age_50-64 -0.000000e+00 ...
Age_65+ -0.000000e+00 ...
PC49 \
HighBP 0.000000e+00
HighChol -3.903128e-17
CholCheck 1.312126e-16
Smoker -1.027717e-16
Stroke 2.665468e-16
HeartDiseaseorAttack -2.928527e-16
PhysActivity 1.652828e-16
Fruits 1.036249e-16
Veggies -5.649855e-17
HvyAlcoholConsump 4.827181e-17
AnyHealthcare 2.180718e-17
NoDocbcCost -9.107935e-17
DiffWalk 5.329952e-17
BMI_Underweight 5.947197e-01
BMI_Healthy weight 7.830647e-03
BMI_Overweight -4.703941e-01
BMI_Class 1 Obesity -8.628176e-02
BMI_Class 2 Obesity 4.601982e-01
BMI_Class 3 Obesity 2.882501e-01
GenHlth_Excellent -7.945860e-03
GenHlth_Very good -7.945860e-03
GenHlth_Good -7.945860e-03
GenHlth_Fair -7.945860e-03
GenHlth_Poor -7.945860e-03
MentHlth_0 7.296683e-03
MentHlth_1-5 7.296683e-03
MentHlth_6-10 7.296683e-03
MentHlth_11-15 7.296683e-03
MentHlth_16-20 7.296683e-03
MentHlth_21-25 7.296683e-03
MentHlth_26-30 7.296683e-03
PhysHlth_0 1.945821e-02
PhysHlth_1-5 1.945821e-02
PhysHlth_6-10 1.945821e-02
PhysHlth_11-15 1.945821e-02
PhysHlth_16-20 1.945821e-02
PhysHlth_21-25 1.945821e-02
PhysHlth_26-30 1.945821e-02
Education_Never attended school or only kinderg... 3.448044e-01
Education_Elementary 7.643435e-03
Education_Some high school 7.643435e-03
Education_High school graduate 7.643435e-03
Education_Some college or technical school 7.643435e-03
Education_College graduate 7.643435e-03
Income_Less than $10,000 4.191627e-03
Income_$10,000-$14,999 4.191627e-03
Income_$15,000-$19,999 4.191627e-03
Income_$20,000-$24,999 4.191627e-03
Income_$25,000-$34,999 4.191627e-03
Income_$35,000-$49,999 4.191627e-03
Income_$50,000-$74,999 4.191627e-03
Income_$75,000 or more 4.191627e-03
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC50 PC51 PC52 \
HighBP 0.000000e+00 0.0 0.0
HighChol 1.630640e-16 0.0 0.0
CholCheck -2.471831e-16 0.0 0.0
Smoker -2.589847e-17 0.0 0.0
Stroke -1.167645e-17 0.0 0.0
HeartDiseaseorAttack 2.401228e-16 0.0 0.0
PhysActivity -3.024743e-17 0.0 0.0
Fruits 3.935879e-18 0.0 0.0
Veggies -1.578847e-17 0.0 0.0
HvyAlcoholConsump 2.885446e-16 0.0 0.0
AnyHealthcare -2.602462e-17 0.0 0.0
NoDocbcCost 1.073069e-16 0.0 0.0
DiffWalk -1.251888e-16 0.0 0.0
BMI_Underweight -4.459823e-01 0.0 0.0
BMI_Healthy weight -1.486106e-01 0.0 0.0
BMI_Overweight 6.298150e-02 0.0 0.0
BMI_Class 1 Obesity -2.508796e-01 0.0 0.0
BMI_Class 2 Obesity 1.739818e-01 0.0 0.0
BMI_Class 3 Obesity -2.551424e-01 0.0 0.0
GenHlth_Excellent 4.278143e-02 0.0 0.0
GenHlth_Very good 4.278143e-02 0.0 0.0
GenHlth_Good 4.278143e-02 0.0 0.0
GenHlth_Fair 4.278143e-02 0.0 0.0
GenHlth_Poor 4.278143e-02 0.0 0.0
MentHlth_0 5.995909e-03 0.0 0.0
MentHlth_1-5 5.995909e-03 0.0 0.0
MentHlth_6-10 5.995909e-03 0.0 0.0
MentHlth_11-15 5.995909e-03 0.0 0.0
MentHlth_16-20 5.995909e-03 0.0 0.0
MentHlth_21-25 5.995909e-03 0.0 0.0
MentHlth_26-30 5.995909e-03 0.0 0.0
PhysHlth_0 5.227167e-03 0.0 0.0
PhysHlth_1-5 5.227167e-03 0.0 0.0
PhysHlth_6-10 5.227167e-03 0.0 0.0
PhysHlth_11-15 5.227167e-03 0.0 0.0
PhysHlth_16-20 5.227167e-03 0.0 0.0
PhysHlth_21-25 5.227167e-03 0.0 0.0
PhysHlth_26-30 5.227167e-03 0.0 0.0
Education_Never attended school or only kinderg... 7.791723e-01 0.0 0.0
Education_Elementary -1.950995e-03 0.0 0.0
Education_Some high school -1.950995e-03 0.0 0.0
Education_High school graduate -1.950995e-03 0.0 0.0
Education_Some college or technical school -1.950995e-03 0.0 0.0
Education_College graduate -1.950995e-03 0.0 0.0
Income_Less than $10,000 -1.473687e-03 0.0 0.0
Income_$10,000-$14,999 -1.473687e-03 0.0 0.0
Income_$15,000-$19,999 -1.473687e-03 0.0 0.0
Income_$20,000-$24,999 -1.473687e-03 0.0 0.0
Income_$25,000-$34,999 -1.473687e-03 0.0 0.0
Income_$35,000-$49,999 -1.473687e-03 0.0 0.0
Income_$50,000-$74,999 -1.473687e-03 0.0 0.0
Income_$75,000 or more -1.473687e-03 0.0 0.0
Sex_Female 0.000000e+00 1.0 0.0
Sex_Male 0.000000e+00 0.0 1.0
Age_18-29 0.000000e+00 0.0 0.0
Age_30-49 0.000000e+00 0.0 0.0
Age_50-64 0.000000e+00 0.0 0.0
Age_65+ 0.000000e+00 0.0 0.0
PC53 PC54 PC55 PC56 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 0.0
Sex_Male 0.0 0.0 0.0 0.0
Age_18-29 1.0 0.0 0.0 0.0
Age_30-49 0.0 1.0 0.0 0.0
Age_50-64 0.0 0.0 1.0 0.0
Age_65+ 0.0 0.0 0.0 1.0
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.734723e-17 -1.422473e-16
CholCheck 1.945674e-16 1.503727e-16
Smoker -5.253896e-17 8.760812e-17
Stroke -1.619727e-16 -6.320915e-17
HeartDiseaseorAttack 6.265793e-17 1.513885e-16
PhysActivity -3.349545e-17 -9.215755e-17
Fruits -3.696910e-17 -5.027808e-17
Veggies -8.031791e-17 -4.243398e-17
HvyAlcoholConsump 8.339293e-18 -3.095703e-16
AnyHealthcare 3.462299e-18 -1.682185e-16
NoDocbcCost 3.807940e-17 -2.423041e-16
DiffWalk -2.353074e-17 -8.055086e-17
BMI_Underweight -3.750836e-01 3.109850e-01
BMI_Healthy weight -3.285762e-01 1.059082e-01
BMI_Overweight -6.976525e-03 7.626394e-01
BMI_Class 1 Obesity -1.234767e-01 -4.593238e-01
BMI_Class 2 Obesity 4.019008e-01 4.086206e-02
BMI_Class 3 Obesity 4.022592e-01 3.008367e-01
GenHlth_Excellent 1.005032e-01 -1.022402e-02
GenHlth_Very good 1.005032e-01 -1.022402e-02
GenHlth_Good 1.005032e-01 -1.022402e-02
GenHlth_Fair 1.005032e-01 -1.022402e-02
GenHlth_Poor 1.005032e-01 -1.022402e-02
MentHlth_0 -4.673684e-02 8.256268e-04
MentHlth_1-5 -4.673684e-02 8.256268e-04
MentHlth_6-10 -4.673684e-02 8.256268e-04
MentHlth_11-15 -4.673684e-02 8.256268e-04
MentHlth_16-20 -4.673684e-02 8.256268e-04
MentHlth_21-25 -4.673684e-02 8.256268e-04
MentHlth_26-30 -4.673684e-02 8.256268e-04
PhysHlth_0 1.851034e-01 -4.840031e-03
PhysHlth_1-5 1.851034e-01 -4.840031e-03
PhysHlth_6-10 1.851034e-01 -4.840031e-03
PhysHlth_11-15 1.851034e-01 -4.840031e-03
PhysHlth_16-20 1.851034e-01 -4.840031e-03
PhysHlth_21-25 1.851034e-01 -4.840031e-03
PhysHlth_26-30 1.851034e-01 -4.840031e-03
Education_Never attended school or only kinderg... -3.088139e-01 8.105770e-02
Education_Elementary -4.739161e-02 2.635836e-03
Education_Some high school -4.739161e-02 2.635836e-03
Education_High school graduate -4.739161e-02 2.635836e-03
Education_Some college or technical school -4.739161e-02 2.635836e-03
Education_College graduate -4.739161e-02 2.635836e-03
Income_Less than $10,000 7.782600e-03 -8.389951e-04
Income_$10,000-$14,999 7.782600e-03 -8.389951e-04
Income_$15,000-$19,999 7.782600e-03 -8.389951e-04
Income_$20,000-$24,999 7.782600e-03 -8.389951e-04
Income_$25,000-$34,999 7.782600e-03 -8.389951e-04
Income_$35,000-$49,999 7.782600e-03 -8.389951e-04
Income_$50,000-$74,999 7.782600e-03 -8.389951e-04
Income_$75,000 or more 7.782600e-03 -8.389951e-04
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_10:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 1.037010 0.669961 0.050040 0.134469 0.460896 0.212647 -0.327791
1 0.565709 0.943362 -0.153384 0.010633 -0.320779 -0.122998 -0.435464
2 0.670026 0.693892 0.820971 -0.084083 0.058422 -0.361819 -0.242691
3 0.073306 0.441116 -0.464318 0.320611 1.140439 -0.013192 -0.183249
4 0.765105 1.124361 0.505609 0.088726 0.209652 -0.727091 0.112639
PC8 PC9 PC10 ... PC49 PC50 \
0 0.102529 -0.738023 -0.222141 ... -3.073446e-17 -7.048973e-18
1 0.339530 -0.835740 -0.003954 ... 7.277072e-18 -6.331492e-17
2 0.435745 0.545133 -0.009135 ... -4.154084e-17 -4.181234e-17
3 -0.519831 -0.061861 -0.281834 ... 4.156260e-17 2.554219e-18
4 0.925709 -0.596056 -0.058334 ... 2.675649e-17 -1.041562e-17
PC51 PC52 PC53 PC54 PC55 \
0 7.182618e-18 3.379273e-17 -2.095356e-17 -2.434902e-17 -1.144323e-17
1 -1.782066e-17 5.940077e-18 1.326292e-17 -1.764310e-17 -3.626494e-18
2 -3.528171e-17 -5.527002e-17 6.415916e-18 9.763614e-18 2.771772e-17
3 2.589071e-17 -1.699968e-17 -5.221332e-17 -6.035212e-17 6.149995e-17
4 1.460185e-17 -3.782400e-18 1.813074e-17 9.252272e-18 5.696718e-19
PC56 PC57 PC58
0 8.299964e-18 7.599940e-17 -4.120990e-17
1 5.948098e-18 -2.096572e-17 1.983404e-17
2 5.733315e-18 -8.742338e-17 -2.422122e-17
3 -3.923302e-18 7.496048e-17 -6.434863e-17
4 -1.241875e-17 3.427797e-17 -2.763396e-18
[5 rows x 58 columns]
For Subset_10, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_11:
[9.72408117e-02 9.45005760e-02 7.24545963e-02 6.83942625e-02
6.47238672e-02 5.07806023e-02 4.81524585e-02 4.62136426e-02
4.01680632e-02 3.69586236e-02 3.53732605e-02 3.32318517e-02
2.79133315e-02 2.64963939e-02 2.52767159e-02 2.45494622e-02
2.28573645e-02 2.05667317e-02 1.94434226e-02 1.75345193e-02
1.54714589e-02 1.37743544e-02 1.30523458e-02 1.20927648e-02
1.12163293e-02 1.03155599e-02 8.69368336e-03 7.53620632e-03
6.94276389e-03 5.14928945e-03 4.76022152e-03 4.35600855e-03
3.92951853e-03 2.71476545e-03 2.17208819e-03 2.10404312e-03
1.22601615e-03 9.80528526e-04 6.81496173e-04 1.91773687e-32
3.01212297e-33 2.79104101e-33 1.96252482e-33 1.32673942e-33
6.30762628e-34 6.30762628e-34 6.30762628e-34 6.30762628e-34
6.30762628e-34 6.30762628e-34 6.30762628e-34 6.30762628e-34
6.30762628e-34 6.30762628e-34 6.30762628e-34 6.30762628e-34
3.15671477e-34 1.56175320e-34]
Cumulative Variance for Subset_11:
[0.09724081 0.19174139 0.26419598 0.33259025 0.39731411 0.44809472
0.49624717 0.54246082 0.58262888 0.6195875 0.65496076 0.68819262
0.71610595 0.74260234 0.76787906 0.79242852 0.81528588 0.83585262
0.85529604 0.87283056 0.88830202 0.90207637 0.91512872 0.92722148
0.93843781 0.94875337 0.95744705 0.96498326 0.97192602 0.97707531
0.98183554 0.98619154 0.99012106 0.99283583 0.99500792 0.99711196
0.99833798 0.9993185 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_11:
PC1 \
HighBP -2.730441e-01
HighChol -1.750126e-01
CholCheck 5.003822e-03
Smoker -3.924408e-02
Stroke -0.000000e+00
HeartDiseaseorAttack -5.805961e-02
PhysActivity 2.038150e-01
Fruits 3.353445e-01
Veggies 1.513323e-01
HvyAlcoholConsump -6.365943e-03
AnyHealthcare 1.139853e-01
NoDocbcCost -1.907166e-01
DiffWalk -9.454272e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 3.388132e-21
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -3.176374e-22
BMI_Class 2 Obesity -7.940934e-23
BMI_Class 3 Obesity 3.308722e-24
GenHlth_Excellent 1.296557e-01
GenHlth_Very good 2.926449e-01
GenHlth_Good -1.803067e-01
GenHlth_Fair -2.289412e-01
GenHlth_Poor -1.305272e-02
MentHlth_0 3.410924e-01
MentHlth_1-5 -8.353146e-02
MentHlth_6-10 -7.965366e-02
MentHlth_11-15 -3.977084e-02
MentHlth_16-20 -1.849481e-02
MentHlth_21-25 -1.967794e-02
MentHlth_26-30 -9.996367e-02
PhysHlth_0 4.066631e-01
PhysHlth_1-5 -2.712019e-01
PhysHlth_6-10 -5.816749e-02
PhysHlth_11-15 -2.763326e-02
PhysHlth_16-20 -1.098501e-02
PhysHlth_21-25 -1.513985e-02
PhysHlth_26-30 -2.353562e-02
Education_Never attended school or only kinderg... 9.685775e-42
Education_Elementary -1.420580e-03
Education_Some high school -2.634554e-02
Education_High school graduate -1.145645e-01
Education_Some college or technical school 7.546847e-02
Education_College graduate 6.686211e-02
Income_Less than $10,000 4.625351e-03
Income_$10,000-$14,999 -5.632670e-02
Income_$15,000-$19,999 -1.117028e-02
Income_$20,000-$24,999 -9.989770e-02
Income_$25,000-$34,999 -7.954468e-02
Income_$35,000-$49,999 1.307878e-01
Income_$50,000-$74,999 -2.852547e-02
Income_$75,000 or more 1.400517e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 2.109325e-01
HighChol 9.452377e-02
CholCheck -2.739375e-05
Smoker 9.317699e-04
Stroke 1.110223e-16
HeartDiseaseorAttack -1.527698e-02
PhysActivity -4.719092e-02
Fruits -1.527288e-01
Veggies -1.365359e-01
HvyAlcoholConsump -3.064695e-02
AnyHealthcare 3.402827e-02
NoDocbcCost -6.130651e-02
DiffWalk 1.003686e-02
BMI_Underweight -2.710505e-20
BMI_Healthy weight -6.776264e-21
BMI_Overweight -1.694066e-21
BMI_Class 1 Obesity -4.235165e-22
BMI_Class 2 Obesity 1.058791e-22
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -9.379926e-03
GenHlth_Very good -2.416253e-01
GenHlth_Good 3.134517e-01
GenHlth_Fair -7.311808e-02
GenHlth_Poor 1.067154e-02
MentHlth_0 3.099800e-01
MentHlth_1-5 -2.462053e-01
MentHlth_6-10 -5.406737e-02
MentHlth_11-15 -1.576401e-02
MentHlth_16-20 -2.859130e-02
MentHlth_21-25 1.559065e-02
MentHlth_26-30 1.905734e-02
PhysHlth_0 3.186172e-01
PhysHlth_1-5 -3.376386e-01
PhysHlth_6-10 1.068407e-02
PhysHlth_11-15 1.002786e-02
PhysHlth_16-20 -9.915989e-03
PhysHlth_21-25 3.834618e-03
PhysHlth_26-30 4.390787e-03
Education_Never attended school or only kinderg... 3.443831e-41
Education_Elementary 8.296190e-03
Education_Some high school -6.474210e-03
Education_High school graduate 4.687112e-01
Education_Some college or technical school -3.142798e-01
Education_College graduate -1.562534e-01
Income_Less than $10,000 2.217947e-02
Income_$10,000-$14,999 1.601603e-02
Income_$15,000-$19,999 -9.429421e-03
Income_$20,000-$24,999 2.157592e-02
Income_$25,000-$34,999 5.598618e-02
Income_$35,000-$49,999 2.544422e-02
Income_$50,000-$74,999 -7.242704e-02
Income_$75,000 or more -5.934536e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -3.352556e-02
HighChol 9.915359e-02
CholCheck 3.271865e-02
Smoker -7.561087e-02
Stroke 8.326673e-17
HeartDiseaseorAttack 3.637489e-04
PhysActivity -1.054392e-01
Fruits -1.560048e-01
Veggies -1.077881e-01
HvyAlcoholConsump -5.674332e-03
AnyHealthcare -1.272414e-02
NoDocbcCost -3.600043e-02
DiffWalk -4.229866e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 1.387779e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity 6.505213e-19
BMI_Class 3 Obesity -5.421011e-20
GenHlth_Excellent -3.445755e-02
GenHlth_Very good 1.666441e-02
GenHlth_Good 1.882379e-01
GenHlth_Fair -1.672419e-01
GenHlth_Poor -3.202825e-03
MentHlth_0 4.872663e-01
MentHlth_1-5 -4.730695e-01
MentHlth_6-10 -3.074994e-03
MentHlth_11-15 2.388278e-02
MentHlth_16-20 -4.446024e-03
MentHlth_21-25 -7.146012e-03
MentHlth_26-30 -2.341252e-02
PhysHlth_0 -2.835715e-01
PhysHlth_1-5 2.827818e-01
PhysHlth_6-10 7.667236e-03
PhysHlth_11-15 -1.458420e-02
PhysHlth_16-20 3.082087e-03
PhysHlth_21-25 -4.570687e-03
PhysHlth_26-30 9.195256e-03
Education_Never attended school or only kinderg... 5.759922e-37
Education_Elementary 1.018007e-02
Education_Some high school -8.479726e-03
Education_High school graduate -2.032019e-01
Education_Some college or technical school 3.759159e-01
Education_College graduate -1.744143e-01
Income_Less than $10,000 2.572866e-02
Income_$10,000-$14,999 -5.902882e-02
Income_$15,000-$19,999 8.119230e-03
Income_$20,000-$24,999 -4.421566e-02
Income_$25,000-$34,999 -1.208985e-02
Income_$35,000-$49,999 -3.779500e-02
Income_$50,000-$74,999 -2.919473e-02
Income_$75,000 or more 1.484762e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP 1.299021e-01
HighChol -4.197561e-02
CholCheck 2.491944e-02
Smoker -2.712066e-02
Stroke -0.000000e+00
HeartDiseaseorAttack -7.928795e-03
PhysActivity 3.237309e-02
Fruits -1.941214e-01
Veggies 3.082319e-02
HvyAlcoholConsump -1.666797e-02
AnyHealthcare 6.439266e-03
NoDocbcCost -4.182650e-02
DiffWalk -8.574187e-03
BMI_Underweight 1.387779e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.734723e-18
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -2.168404e-19
GenHlth_Excellent -5.474751e-02
GenHlth_Very good -2.188199e-01
GenHlth_Good 3.910777e-01
GenHlth_Fair -8.920993e-02
GenHlth_Poor -2.830036e-02
MentHlth_0 -2.220275e-01
MentHlth_1-5 1.442228e-01
MentHlth_6-10 3.767626e-03
MentHlth_11-15 3.245248e-03
MentHlth_16-20 3.868672e-03
MentHlth_21-25 -1.237288e-03
MentHlth_26-30 6.816049e-02
PhysHlth_0 3.284538e-01
PhysHlth_1-5 -2.873642e-01
PhysHlth_6-10 -5.921615e-03
PhysHlth_11-15 -1.047345e-02
PhysHlth_16-20 -4.662110e-03
PhysHlth_21-25 -6.856638e-03
PhysHlth_26-30 -1.317579e-02
Education_Never attended school or only kinderg... 1.269534e-36
Education_Elementary 8.583707e-04
Education_Some high school 5.444489e-03
Education_High school graduate -4.242758e-01
Education_Some college or technical school 4.740702e-01
Education_College graduate -5.609723e-02
Income_Less than $10,000 -4.286205e-02
Income_$10,000-$14,999 4.069985e-02
Income_$15,000-$19,999 3.612143e-02
Income_$20,000-$24,999 9.354322e-02
Income_$25,000-$34,999 -9.395781e-02
Income_$35,000-$49,999 1.156096e-01
Income_$50,000-$74,999 -2.401056e-02
Income_$75,000 or more -1.251437e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP 1.780193e-02
HighChol 1.096428e-01
CholCheck 1.127948e-01
Smoker -1.650708e-01
Stroke 3.469447e-17
HeartDiseaseorAttack -3.965451e-03
PhysActivity -1.101893e-02
Fruits 2.733107e-01
Veggies 1.560630e-01
HvyAlcoholConsump -3.629229e-03
AnyHealthcare 1.381014e-01
NoDocbcCost -9.605016e-02
DiffWalk -5.852889e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight 0.000000e+00
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -6.938894e-18
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 9.528327e-02
GenHlth_Very good -3.062446e-01
GenHlth_Good 4.535343e-01
GenHlth_Fair -2.165520e-01
GenHlth_Poor -2.602098e-02
MentHlth_0 5.315924e-02
MentHlth_1-5 1.559456e-01
MentHlth_6-10 -6.360448e-02
MentHlth_11-15 -2.165261e-02
MentHlth_16-20 -3.175068e-02
MentHlth_21-25 -9.952737e-03
MentHlth_26-30 -8.214436e-02
PhysHlth_0 -1.219320e-01
PhysHlth_1-5 1.889671e-01
PhysHlth_6-10 -4.705038e-03
PhysHlth_11-15 -1.607943e-02
PhysHlth_16-20 -1.355606e-02
PhysHlth_21-25 -1.524781e-02
PhysHlth_26-30 -1.744679e-02
Education_Never attended school or only kinderg... -2.106486e-35
Education_Elementary 1.203958e-03
Education_Some high school 1.016787e-02
Education_High school graduate -1.496618e-01
Education_Some college or technical school -3.012757e-01
Education_College graduate 4.395657e-01
Income_Less than $10,000 -5.418449e-02
Income_$10,000-$14,999 -6.648107e-02
Income_$15,000-$19,999 -2.121615e-02
Income_$20,000-$24,999 -1.734411e-02
Income_$25,000-$34,999 -7.653470e-02
Income_$35,000-$49,999 -5.244518e-02
Income_$50,000-$74,999 9.507892e-02
Income_$75,000 or more 1.931268e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP -3.389823e-01
HighChol -1.671248e-01
CholCheck -4.781386e-02
Smoker 4.794866e-01
Stroke 1.387779e-17
HeartDiseaseorAttack -8.437781e-03
PhysActivity 1.114843e-01
Fruits 4.217148e-01
Veggies 2.279089e-01
HvyAlcoholConsump 3.050189e-02
AnyHealthcare 1.119501e-03
NoDocbcCost 1.434966e-01
DiffWalk -5.060338e-03
BMI_Underweight -3.469447e-18
BMI_Healthy weight 5.551115e-17
BMI_Overweight -8.326673e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent -7.623503e-03
GenHlth_Very good -3.550518e-01
GenHlth_Good 2.108917e-01
GenHlth_Fair 1.128825e-01
GenHlth_Poor 3.890101e-02
MentHlth_0 -1.270592e-02
MentHlth_1-5 -1.003014e-01
MentHlth_6-10 -9.361651e-03
MentHlth_11-15 1.162228e-02
MentHlth_16-20 3.419307e-02
MentHlth_21-25 -8.849780e-03
MentHlth_26-30 8.540340e-02
PhysHlth_0 -9.258968e-02
PhysHlth_1-5 4.451027e-02
PhysHlth_6-10 -2.664117e-02
PhysHlth_11-15 8.695327e-03
PhysHlth_16-20 1.289716e-02
PhysHlth_21-25 3.511707e-03
PhysHlth_26-30 4.961638e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary 1.434884e-02
Education_Some high school 1.787238e-02
Education_High school graduate 1.420419e-01
Education_Some college or technical school 1.243094e-01
Education_College graduate -2.985725e-01
Income_Less than $10,000 2.230649e-02
Income_$10,000-$14,999 -1.146637e-02
Income_$15,000-$19,999 1.446938e-02
Income_$20,000-$24,999 8.708633e-02
Income_$25,000-$34,999 -2.291020e-02
Income_$35,000-$49,999 -4.322886e-02
Income_$50,000-$74,999 3.223641e-02
Income_$75,000 or more -7.849318e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 3.210542e-01
HighChol -1.776002e-02
CholCheck 7.318761e-02
Smoker 5.217633e-01
Stroke -1.249001e-16
HeartDiseaseorAttack 1.246148e-03
PhysActivity -1.624738e-01
Fruits -1.130311e-01
Veggies 2.116095e-01
HvyAlcoholConsump 1.645069e-02
AnyHealthcare 4.628866e-02
NoDocbcCost 7.769408e-02
DiffWalk 9.549693e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -1.665335e-16
BMI_Class 3 Obesity -8.326673e-17
GenHlth_Excellent 2.434419e-02
GenHlth_Very good -6.353555e-02
GenHlth_Good -1.758133e-01
GenHlth_Fair 1.830280e-01
GenHlth_Poor 3.197669e-02
MentHlth_0 5.074186e-02
MentHlth_1-5 -2.575463e-01
MentHlth_6-10 5.276425e-02
MentHlth_11-15 -1.902356e-02
MentHlth_16-20 3.633553e-02
MentHlth_21-25 6.343201e-03
MentHlth_26-30 1.303850e-01
PhysHlth_0 6.935528e-02
PhysHlth_1-5 -1.512957e-01
PhysHlth_6-10 8.851188e-03
PhysHlth_11-15 6.103403e-03
PhysHlth_16-20 7.447769e-03
PhysHlth_21-25 1.541649e-02
PhysHlth_26-30 4.412154e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -7.488441e-03
Education_Some high school 1.867457e-02
Education_High school graduate -2.357323e-01
Education_Some college or technical school -7.779653e-02
Education_College graduate 3.023427e-01
Income_Less than $10,000 -3.761209e-02
Income_$10,000-$14,999 7.637124e-03
Income_$15,000-$19,999 5.499006e-02
Income_$20,000-$24,999 -9.537653e-02
Income_$25,000-$34,999 -1.006326e-01
Income_$35,000-$49,999 -8.580848e-02
Income_$50,000-$74,999 -1.055517e-01
Income_$75,000 or more 3.623542e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP -2.675841e-01
HighChol -3.945446e-03
CholCheck 5.805662e-02
Smoker 4.693810e-01
Stroke 4.163336e-17
HeartDiseaseorAttack 3.886012e-03
PhysActivity -1.583162e-01
Fruits -2.282984e-01
Veggies -1.802199e-01
HvyAlcoholConsump 2.135659e-02
AnyHealthcare 2.032679e-01
NoDocbcCost -2.701968e-01
DiffWalk -2.719792e-03
BMI_Underweight 4.163336e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -1.665335e-16
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -1.279261e-01
GenHlth_Very good 2.607978e-01
GenHlth_Good 1.987007e-01
GenHlth_Fair -3.775459e-01
GenHlth_Poor 4.597344e-02
MentHlth_0 -1.971405e-01
MentHlth_1-5 1.478085e-01
MentHlth_6-10 -9.404169e-02
MentHlth_11-15 9.852150e-02
MentHlth_16-20 -1.869306e-02
MentHlth_21-25 5.916586e-03
MentHlth_26-30 5.762871e-02
PhysHlth_0 -7.826884e-02
PhysHlth_1-5 6.225878e-02
PhysHlth_6-10 -2.632074e-02
PhysHlth_11-15 3.212479e-02
PhysHlth_16-20 -3.542022e-02
PhysHlth_21-25 -2.893756e-03
PhysHlth_26-30 4.851999e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -3.810913e-02
Education_Some high school 3.914534e-03
Education_High school graduate 9.032072e-02
Education_Some college or technical school -7.336426e-02
Education_College graduate 1.723814e-02
Income_Less than $10,000 -2.783419e-02
Income_$10,000-$14,999 1.028801e-02
Income_$15,000-$19,999 8.136203e-03
Income_$20,000-$24,999 -1.822011e-01
Income_$25,000-$34,999 1.168442e-01
Income_$35,000-$49,999 1.634888e-01
Income_$50,000-$74,999 -1.434402e-01
Income_$75,000 or more 5.471831e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP 5.497913e-01
HighChol 2.524328e-01
CholCheck 1.013433e-01
Smoker 1.702588e-01
Stroke 1.387779e-16
HeartDiseaseorAttack -4.627393e-03
PhysActivity 3.124913e-01
Fruits 1.868731e-01
Veggies 3.485874e-01
HvyAlcoholConsump -5.734662e-04
AnyHealthcare 7.300283e-02
NoDocbcCost -1.460674e-01
DiffWalk -3.445257e-03
BMI_Underweight 3.469447e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 8.326673e-17
BMI_Class 1 Obesity -9.540979e-18
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -2.428459e-01
GenHlth_Very good 3.262848e-01
GenHlth_Good 6.646556e-02
GenHlth_Fair -1.202589e-01
GenHlth_Poor -2.964553e-02
MentHlth_0 4.265714e-02
MentHlth_1-5 7.990749e-02
MentHlth_6-10 -5.031230e-02
MentHlth_11-15 -2.930462e-02
MentHlth_16-20 4.111640e-03
MentHlth_21-25 -6.946563e-05
MentHlth_26-30 -4.698989e-02
PhysHlth_0 -7.665463e-02
PhysHlth_1-5 1.352358e-01
PhysHlth_6-10 2.764543e-02
PhysHlth_11-15 -2.410465e-02
PhysHlth_16-20 -3.786873e-02
PhysHlth_21-25 -1.265550e-02
PhysHlth_26-30 -1.159769e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -4.665488e-02
Education_Some high school 1.981999e-02
Education_High school graduate 1.107590e-01
Education_Some college or technical school 8.201098e-02
Education_College graduate -1.659351e-01
Income_Less than $10,000 -2.585949e-02
Income_$10,000-$14,999 9.362038e-03
Income_$15,000-$19,999 -2.831871e-02
Income_$20,000-$24,999 1.319782e-01
Income_$25,000-$34,999 -1.279008e-02
Income_$35,000-$49,999 3.593473e-02
Income_$50,000-$74,999 2.262413e-02
Income_$75,000 or more -1.329308e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... \
HighBP -2.048587e-01 ...
HighChol -1.301739e-01 ...
CholCheck -3.864507e-02 ...
Smoker 2.585971e-02 ...
Stroke 2.081668e-17 ...
HeartDiseaseorAttack -2.744084e-02 ...
PhysActivity 5.048190e-02 ...
Fruits -3.354738e-01 ...
Veggies 4.272688e-01 ...
HvyAlcoholConsump -2.215350e-03 ...
AnyHealthcare -3.751833e-01 ...
NoDocbcCost 1.515854e-01 ...
DiffWalk -7.045935e-02 ...
BMI_Underweight 2.775558e-17 ...
BMI_Healthy weight 1.318390e-16 ...
BMI_Overweight 1.110223e-16 ...
BMI_Class 1 Obesity 1.665335e-16 ...
BMI_Class 2 Obesity -1.110223e-16 ...
BMI_Class 3 Obesity 1.110223e-16 ...
GenHlth_Excellent -1.681288e-01 ...
GenHlth_Very good 7.249372e-02 ...
GenHlth_Good 1.060450e-01 ...
GenHlth_Fair 3.145179e-02 ...
GenHlth_Poor -4.186165e-02 ...
MentHlth_0 1.988761e-01 ...
MentHlth_1-5 -2.870571e-02 ...
MentHlth_6-10 9.713180e-03 ...
MentHlth_11-15 -1.222035e-01 ...
MentHlth_16-20 -1.890545e-02 ...
MentHlth_21-25 -2.538962e-02 ...
MentHlth_26-30 -1.338502e-02 ...
PhysHlth_0 -6.455231e-02 ...
PhysHlth_1-5 5.473498e-02 ...
PhysHlth_6-10 5.635411e-02 ...
PhysHlth_11-15 -1.668642e-02 ...
PhysHlth_16-20 1.530642e-02 ...
PhysHlth_21-25 -1.812141e-04 ...
PhysHlth_26-30 -4.497557e-02 ...
Education_Never attended school or only kinderg... 0.000000e+00 ...
Education_Elementary 4.309461e-02 ...
Education_Some high school 1.445402e-02 ...
Education_High school graduate -6.034945e-02 ...
Education_Some college or technical school -2.091312e-01 ...
Education_College graduate 2.119320e-01 ...
Income_Less than $10,000 -1.258183e-02 ...
Income_$10,000-$14,999 -2.163327e-02 ...
Income_$15,000-$19,999 -4.521084e-02 ...
Income_$20,000-$24,999 7.885634e-02 ...
Income_$25,000-$34,999 -2.917334e-04 ...
Income_$35,000-$49,999 4.008280e-01 ...
Income_$50,000-$74,999 -1.260035e-01 ...
Income_$75,000 or more -2.739632e-01 ...
Sex_Female 0.000000e+00 ...
Sex_Male 0.000000e+00 ...
Age_18-29 0.000000e+00 ...
Age_30-49 0.000000e+00 ...
Age_50-64 0.000000e+00 ...
Age_65+ 0.000000e+00 ...
PC49 \
HighBP -0.000000e+00
HighChol 2.350008e-17
CholCheck -7.736868e-17
Smoker 7.060462e-17
Stroke -2.046064e-01
HeartDiseaseorAttack 7.632783e-17
PhysActivity 3.469447e-17
Fruits -2.029626e-16
Veggies -3.816392e-17
HvyAlcoholConsump 1.804112e-16
AnyHealthcare 8.326673e-17
NoDocbcCost 4.683753e-17
DiffWalk 4.857226e-17
BMI_Underweight -1.532953e-01
BMI_Healthy weight -3.789213e-01
BMI_Overweight -1.736240e-01
BMI_Class 1 Obesity 3.555166e-01
BMI_Class 2 Obesity -3.813530e-01
BMI_Class 3 Obesity -4.814697e-02
GenHlth_Excellent -8.169991e-03
GenHlth_Very good -8.169991e-03
GenHlth_Good -8.169991e-03
GenHlth_Fair -8.169991e-03
GenHlth_Poor -8.169991e-03
MentHlth_0 1.592094e-02
MentHlth_1-5 1.592094e-02
MentHlth_6-10 1.592094e-02
MentHlth_11-15 1.592094e-02
MentHlth_16-20 1.592094e-02
MentHlth_21-25 1.592094e-02
MentHlth_26-30 1.592094e-02
PhysHlth_0 -2.906764e-02
PhysHlth_1-5 -2.906764e-02
PhysHlth_6-10 -2.906764e-02
PhysHlth_11-15 -2.906764e-02
PhysHlth_16-20 -2.906764e-02
PhysHlth_21-25 -2.906764e-02
PhysHlth_26-30 -2.906764e-02
Education_Never attended school or only kinderg... 6.911802e-01
Education_Elementary 1.393274e-02
Education_Some high school 1.393274e-02
Education_High school graduate 1.393274e-02
Education_Some college or technical school 1.393274e-02
Education_College graduate 1.393274e-02
Income_Less than $10,000 -2.411287e-03
Income_$10,000-$14,999 -2.411287e-03
Income_$15,000-$19,999 -2.411287e-03
Income_$20,000-$24,999 -2.411287e-03
Income_$25,000-$34,999 -2.411287e-03
Income_$35,000-$49,999 -2.411287e-03
Income_$50,000-$74,999 -2.411287e-03
Income_$75,000 or more -2.411287e-03
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC50 PC51 PC52 \
HighBP -0.000000e+00 0.0 0.0
HighChol -3.308257e-17 0.0 0.0
CholCheck -8.869139e-17 0.0 0.0
Smoker -7.475083e-17 0.0 0.0
Stroke -6.349507e-02 0.0 0.0
HeartDiseaseorAttack -1.613293e-16 0.0 0.0
PhysActivity -4.597017e-17 0.0 0.0
Fruits 6.505213e-17 0.0 0.0
Veggies 1.647987e-17 0.0 0.0
HvyAlcoholConsump -1.075529e-16 0.0 0.0
AnyHealthcare -1.162265e-16 0.0 0.0
NoDocbcCost -1.114560e-16 0.0 0.0
DiffWalk 2.949030e-17 0.0 0.0
BMI_Underweight 1.857820e-01 0.0 0.0
BMI_Healthy weight 4.307276e-01 0.0 0.0
BMI_Overweight -4.068843e-02 0.0 0.0
BMI_Class 1 Obesity -1.998369e-01 0.0 0.0
BMI_Class 2 Obesity 5.392786e-01 0.0 0.0
BMI_Class 3 Obesity -2.004715e-01 0.0 0.0
GenHlth_Excellent -4.957920e-03 0.0 0.0
GenHlth_Very good -4.957920e-03 0.0 0.0
GenHlth_Good -4.957920e-03 0.0 0.0
GenHlth_Fair -4.957920e-03 0.0 0.0
GenHlth_Poor -4.957920e-03 0.0 0.0
MentHlth_0 5.325411e-03 0.0 0.0
MentHlth_1-5 5.325411e-03 0.0 0.0
MentHlth_6-10 5.325411e-03 0.0 0.0
MentHlth_11-15 5.325411e-03 0.0 0.0
MentHlth_16-20 5.325411e-03 0.0 0.0
MentHlth_21-25 5.325411e-03 0.0 0.0
MentHlth_26-30 5.325411e-03 0.0 0.0
PhysHlth_0 4.440737e-03 0.0 0.0
PhysHlth_1-5 4.440737e-03 0.0 0.0
PhysHlth_6-10 4.440737e-03 0.0 0.0
PhysHlth_11-15 4.440737e-03 0.0 0.0
PhysHlth_16-20 4.440737e-03 0.0 0.0
PhysHlth_21-25 4.440737e-03 0.0 0.0
PhysHlth_26-30 4.440737e-03 0.0 0.0
Education_Never attended school or only kinderg... 6.347057e-01 0.0 0.0
Education_Elementary 1.058275e-03 0.0 0.0
Education_Some high school 1.058275e-03 0.0 0.0
Education_High school graduate 1.058275e-03 0.0 0.0
Education_Some college or technical school 1.058275e-03 0.0 0.0
Education_College graduate 1.058275e-03 0.0 0.0
Income_Less than $10,000 -1.134036e-03 0.0 0.0
Income_$10,000-$14,999 -1.134036e-03 0.0 0.0
Income_$15,000-$19,999 -1.134036e-03 0.0 0.0
Income_$20,000-$24,999 -1.134036e-03 0.0 0.0
Income_$25,000-$34,999 -1.134036e-03 0.0 0.0
Income_$35,000-$49,999 -1.134036e-03 0.0 0.0
Income_$50,000-$74,999 -1.134036e-03 0.0 0.0
Income_$75,000 or more -1.134036e-03 0.0 0.0
Sex_Female -0.000000e+00 1.0 0.0
Sex_Male -0.000000e+00 0.0 1.0
Age_18-29 -0.000000e+00 0.0 0.0
Age_30-49 -0.000000e+00 0.0 0.0
Age_50-64 -0.000000e+00 0.0 0.0
Age_65+ -0.000000e+00 0.0 0.0
PC53 PC54 PC55 PC56 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 0.0
Sex_Male 0.0 0.0 0.0 0.0
Age_18-29 1.0 0.0 0.0 0.0
Age_30-49 0.0 1.0 0.0 0.0
Age_50-64 0.0 0.0 1.0 0.0
Age_65+ 0.0 0.0 0.0 1.0
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.423015e-18 3.455894e-18
CholCheck 1.302513e-16 5.066413e-17
Smoker -2.514534e-17 -5.720215e-17
Stroke 2.665936e-01 -3.242373e-01
HeartDiseaseorAttack 9.714451e-17 1.387779e-17
PhysActivity 8.673617e-17 -6.938894e-18
Fruits 5.204170e-17 2.775558e-17
Veggies 3.122502e-17 3.469447e-17
HvyAlcoholConsump -1.040834e-16 -1.387779e-17
AnyHealthcare 2.081668e-17 7.285839e-17
NoDocbcCost 9.540979e-17 9.714451e-17
DiffWalk 2.775558e-17 -1.387779e-17
BMI_Underweight 2.251151e-01 3.011335e-01
BMI_Healthy weight 1.362711e-01 5.435840e-01
BMI_Overweight -3.863805e-01 1.527160e-02
BMI_Class 1 Obesity -3.485676e-01 3.208480e-01
BMI_Class 2 Obesity -3.571791e-01 -4.183890e-01
BMI_Class 3 Obesity 3.914443e-01 -3.315635e-01
GenHlth_Excellent 3.819301e-02 4.233920e-02
GenHlth_Very good 3.819301e-02 4.233920e-02
GenHlth_Good 3.819301e-02 4.233920e-02
GenHlth_Fair 3.819301e-02 4.233920e-02
GenHlth_Poor 3.819301e-02 4.233920e-02
MentHlth_0 -1.197224e-01 -1.035603e-01
MentHlth_1-5 -1.197224e-01 -1.035603e-01
MentHlth_6-10 -1.197224e-01 -1.035603e-01
MentHlth_11-15 -1.197224e-01 -1.035603e-01
MentHlth_16-20 -1.197224e-01 -1.035603e-01
MentHlth_21-25 -1.197224e-01 -1.035603e-01
MentHlth_26-30 -1.197224e-01 -1.035603e-01
PhysHlth_0 4.556865e-02 1.236632e-03
PhysHlth_1-5 4.556865e-02 1.236632e-03
PhysHlth_6-10 4.556865e-02 1.236632e-03
PhysHlth_11-15 4.556865e-02 1.236632e-03
PhysHlth_16-20 4.556865e-02 1.236632e-03
PhysHlth_21-25 4.556865e-02 1.236632e-03
PhysHlth_26-30 4.556865e-02 1.236632e-03
Education_Never attended school or only kinderg... 1.685250e-01 -1.286728e-01
Education_Elementary -1.770495e-01 3.102608e-02
Education_Some high school -1.770495e-01 3.102608e-02
Education_High school graduate -1.770495e-01 3.102608e-02
Education_Some college or technical school -1.770495e-01 3.102608e-02
Education_College graduate -1.770495e-01 3.102608e-02
Income_Less than $10,000 -9.937169e-03 4.348596e-02
Income_$10,000-$14,999 -9.937169e-03 4.348596e-02
Income_$15,000-$19,999 -9.937169e-03 4.348596e-02
Income_$20,000-$24,999 -9.937169e-03 4.348596e-02
Income_$25,000-$34,999 -9.937169e-03 4.348596e-02
Income_$35,000-$49,999 -9.937169e-03 4.348596e-02
Income_$50,000-$74,999 -9.937169e-03 4.348596e-02
Income_$75,000 or more -9.937169e-03 4.348596e-02
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_11:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.393905 -0.516338 0.057460 0.375010 -0.641092 -0.313829 -0.560234
1 0.340576 0.279527 0.134077 -0.239189 -0.480946 -0.806624 0.092227
2 -0.167646 -0.701444 1.132556 -0.185538 0.084650 -0.025660 -0.200329
3 0.187744 -0.118264 -0.073856 1.094978 -0.018504 1.221400 0.156241
4 0.972829 0.450728 -0.159117 -0.711559 -0.463172 -0.098393 -0.391969
PC8 PC9 PC10 ... PC49 PC50 \
0 -0.180163 0.164875 -0.757925 ... -1.347085e-17 -4.847130e-17
1 -0.322085 -0.015099 -0.195650 ... 3.020936e-19 -2.697562e-17
2 -0.282357 -0.611960 -0.052523 ... 7.230027e-17 -7.752923e-18
3 0.202517 0.174791 -0.164170 ... 4.127945e-17 -7.241225e-17
4 0.150098 -0.127131 0.447597 ... 3.228638e-16 -2.664586e-16
PC51 PC52 PC53 PC54 PC55 \
0 -3.238020e-17 -2.163810e-17 4.429386e-18 -7.122094e-18 -4.555037e-17
1 -2.777692e-17 4.197486e-18 -1.290912e-17 -9.913213e-17 -1.162694e-17
2 -7.284550e-19 -1.730661e-17 -3.327910e-17 -1.514269e-17 -2.538686e-17
3 -8.043977e-17 -7.065545e-17 1.720126e-17 -4.551340e-17 4.133367e-17
4 7.844424e-19 5.539502e-18 5.846615e-18 1.218231e-18 1.100518e-20
PC56 PC57 PC58
0 1.549820e-17 8.118273e-18 -2.303233e-17
1 5.035526e-18 -3.572901e-17 1.491954e-17
2 2.429363e-17 -6.994315e-18 1.376465e-17
3 -6.210230e-17 -3.560083e-17 -5.285170e-17
4 -9.769988e-19 1.802618e-18 9.444896e-17
[5 rows x 58 columns]
For Subset_11, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_12:
[9.38839443e-02 7.41731297e-02 7.04645156e-02 6.55029169e-02
5.44310930e-02 5.03626230e-02 4.22419846e-02 4.08363516e-02
3.71636157e-02 3.45337330e-02 3.37419815e-02 2.99171750e-02
2.88344830e-02 2.61573004e-02 2.59465521e-02 2.50935676e-02
2.40934932e-02 2.23892223e-02 2.14773161e-02 1.90835553e-02
1.82497969e-02 1.77861254e-02 1.63234037e-02 1.53231096e-02
1.49520798e-02 1.26685381e-02 1.18646688e-02 1.06010958e-02
9.22383866e-03 8.94746721e-03 8.38262557e-03 8.15111737e-03
6.73431534e-03 4.90070602e-03 4.24313020e-03 3.24037678e-03
2.84028491e-03 2.33755682e-03 1.59730728e-03 1.30390177e-03
1.85153433e-32 5.42362428e-33 5.11546017e-33 2.76190259e-33
2.49117417e-33 8.80296238e-34 6.66470160e-34 6.66470160e-34
6.66470160e-34 6.66470160e-34 6.66470160e-34 6.66470160e-34
6.66470160e-34 6.66470160e-34 6.66470160e-34 6.66470160e-34
2.04149733e-34 6.93107356e-35]
Cumulative Variance for Subset_12:
[0.09388394 0.16805707 0.23852159 0.30402451 0.3584556 0.40881822
0.45106021 0.49189656 0.52906017 0.56359391 0.59733589 0.62725306
0.65608755 0.68224485 0.7081914 0.73328497 0.75737846 0.77976768
0.801245 0.82032855 0.83857835 0.85636448 0.87268788 0.88801099
0.90296307 0.91563161 0.92749628 0.93809737 0.94732121 0.95626868
0.9646513 0.97280242 0.97953674 0.98443744 0.98868057 0.99192095
0.99476123 0.99709879 0.9986961 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_12:
PC1 \
HighBP -2.057744e-01
HighChol -1.835912e-01
CholCheck -2.900239e-02
Smoker -2.622396e-01
Stroke -1.154499e-02
HeartDiseaseorAttack -2.873923e-02
PhysActivity 1.782030e-01
Fruits 2.908591e-01
Veggies 2.388630e-01
HvyAlcoholConsump 1.721754e-02
AnyHealthcare -4.341984e-02
NoDocbcCost -1.795995e-01
DiffWalk -1.745455e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight 2.117582e-22
BMI_Overweight -2.646978e-23
BMI_Class 1 Obesity 3.308722e-24
BMI_Class 2 Obesity -1.654361e-24
BMI_Class 3 Obesity -3.101927e-25
GenHlth_Excellent 8.475004e-02
GenHlth_Very good 2.190815e-01
GenHlth_Good -8.908030e-03
GenHlth_Fair -2.098423e-01
GenHlth_Poor -8.508118e-02
MentHlth_0 3.236248e-01
MentHlth_1-5 -3.005905e-02
MentHlth_6-10 -6.327025e-02
MentHlth_11-15 -9.247719e-03
MentHlth_16-20 -3.012151e-02
MentHlth_21-25 -1.384461e-02
MentHlth_26-30 -1.770816e-01
PhysHlth_0 4.262442e-01
PhysHlth_1-5 -1.064982e-01
PhysHlth_6-10 -7.538915e-02
PhysHlth_11-15 -5.273931e-02
PhysHlth_16-20 -3.761592e-02
PhysHlth_21-25 -1.278834e-02
PhysHlth_26-30 -1.412132e-01
Education_Never attended school or only kinderg... -1.121039e-44
Education_Elementary 6.242638e-03
Education_Some high school -1.991320e-02
Education_High school graduate -8.273056e-02
Education_Some college or technical school -1.786981e-01
Education_College graduate 2.750992e-01
Income_Less than $10,000 -6.506475e-02
Income_$10,000-$14,999 -3.598633e-02
Income_$15,000-$19,999 -6.643631e-02
Income_$20,000-$24,999 -2.989784e-02
Income_$25,000-$34,999 -6.263075e-03
Income_$35,000-$49,999 6.760673e-02
Income_$50,000-$74,999 2.471666e-02
Income_$75,000 or more 1.113249e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -6.972976e-03
HighChol 3.414022e-02
CholCheck -1.090657e-02
Smoker -1.658292e-01
Stroke 1.923812e-03
HeartDiseaseorAttack -3.664052e-03
PhysActivity 1.170583e-01
Fruits -1.164744e-01
Veggies 3.118878e-02
HvyAlcoholConsump 3.640139e-03
AnyHealthcare 1.176201e-01
NoDocbcCost -6.149087e-02
DiffWalk -5.343569e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 2.081668e-17
BMI_Overweight 3.469447e-18
BMI_Class 1 Obesity -4.336809e-19
BMI_Class 2 Obesity -1.084202e-19
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -3.175377e-02
GenHlth_Very good -5.645161e-02
GenHlth_Good 2.242653e-01
GenHlth_Fair -1.021560e-01
GenHlth_Poor -3.390400e-02
MentHlth_0 -3.263585e-01
MentHlth_1-5 3.058963e-01
MentHlth_6-10 2.484946e-02
MentHlth_11-15 2.497170e-02
MentHlth_16-20 3.453618e-02
MentHlth_21-25 -3.020823e-03
MentHlth_26-30 -6.087433e-02
PhysHlth_0 -3.296900e-01
PhysHlth_1-5 3.872756e-01
PhysHlth_6-10 2.773921e-02
PhysHlth_11-15 -1.052538e-02
PhysHlth_16-20 -1.325081e-02
PhysHlth_21-25 -7.131937e-03
PhysHlth_26-30 -5.441662e-02
Education_Never attended school or only kinderg... 4.408104e-39
Education_Elementary -4.051037e-03
Education_Some high school -1.851380e-02
Education_High school graduate -2.286169e-01
Education_Some college or technical school -2.244753e-01
Education_College graduate 4.756570e-01
Income_Less than $10,000 -9.416925e-02
Income_$10,000-$14,999 -6.650333e-02
Income_$15,000-$19,999 -5.486335e-02
Income_$20,000-$24,999 -1.135079e-01
Income_$25,000-$34,999 5.889753e-02
Income_$35,000-$49,999 9.338535e-02
Income_$50,000-$74,999 6.479879e-02
Income_$75,000 or more 1.119621e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -2.995579e-02
HighChol 3.534957e-02
CholCheck -4.891592e-03
Smoker 1.025326e-01
Stroke -2.489730e-03
HeartDiseaseorAttack -1.027573e-02
PhysActivity 1.786256e-02
Fruits -2.167405e-02
Veggies -7.665630e-02
HvyAlcoholConsump 3.330110e-02
AnyHealthcare -2.026624e-02
NoDocbcCost 3.658152e-02
DiffWalk -1.150223e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight 6.938894e-18
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 4.336809e-19
BMI_Class 2 Obesity 1.084202e-19
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.324235e-02
GenHlth_Very good -2.274840e-01
GenHlth_Good 6.313160e-01
GenHlth_Fair -3.473884e-01
GenHlth_Poor -4.320126e-02
MentHlth_0 -1.133165e-01
MentHlth_1-5 2.205740e-01
MentHlth_6-10 2.391807e-02
MentHlth_11-15 -3.407180e-03
MentHlth_16-20 -1.797415e-02
MentHlth_21-25 -1.578961e-02
MentHlth_26-30 -9.400461e-02
PhysHlth_0 2.828281e-01
PhysHlth_1-5 -1.105852e-01
PhysHlth_6-10 3.473271e-02
PhysHlth_11-15 -2.723329e-02
PhysHlth_16-20 -2.897677e-02
PhysHlth_21-25 -1.707776e-02
PhysHlth_26-30 -1.336878e-01
Education_Never attended school or only kinderg... -8.816208e-39
Education_Elementary 7.692760e-03
Education_Some high school -2.611536e-02
Education_High school graduate -1.043076e-01
Education_Some college or technical school 3.392268e-01
Education_College graduate -2.164966e-01
Income_Less than $10,000 -7.978030e-02
Income_$10,000-$14,999 -7.607800e-03
Income_$15,000-$19,999 2.230882e-02
Income_$20,000-$24,999 1.129247e-01
Income_$25,000-$34,999 -1.168096e-02
Income_$35,000-$49,999 7.669656e-02
Income_$50,000-$74,999 -8.026552e-02
Income_$75,000 or more -3.259548e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -8.077521e-02
HighChol -1.995088e-02
CholCheck -3.239565e-03
Smoker -1.683251e-01
Stroke 2.914743e-03
HeartDiseaseorAttack -1.700703e-03
PhysActivity 1.011688e-01
Fruits 2.176592e-01
Veggies 1.661992e-01
HvyAlcoholConsump -6.087579e-03
AnyHealthcare -1.065550e-02
NoDocbcCost 1.819219e-01
DiffWalk -3.800733e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight 3.469447e-18
BMI_Overweight 1.734723e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 2.168404e-19
BMI_Class 3 Obesity 2.710505e-20
GenHlth_Excellent 3.502859e-02
GenHlth_Very good 1.518803e-01
GenHlth_Good -2.849202e-01
GenHlth_Fair 9.206071e-02
GenHlth_Poor 5.950566e-03
MentHlth_0 -3.379839e-02
MentHlth_1-5 1.022995e-01
MentHlth_6-10 -3.119531e-02
MentHlth_11-15 -2.442213e-02
MentHlth_16-20 8.756151e-03
MentHlth_21-25 9.157193e-03
MentHlth_26-30 -3.079704e-02
PhysHlth_0 -1.593749e-01
PhysHlth_1-5 1.058897e-01
PhysHlth_6-10 5.764854e-02
PhysHlth_11-15 -1.434667e-02
PhysHlth_16-20 2.070803e-02
PhysHlth_21-25 1.183477e-02
PhysHlth_26-30 -2.235950e-02
Education_Never attended school or only kinderg... 5.877472e-39
Education_Elementary -9.302338e-03
Education_Some high school -2.485836e-02
Education_High school graduate -4.986597e-01
Education_Some college or technical school 6.373174e-01
Education_College graduate -1.044971e-01
Income_Less than $10,000 -1.614563e-02
Income_$10,000-$14,999 -6.968671e-02
Income_$15,000-$19,999 -2.539927e-02
Income_$20,000-$24,999 1.818532e-02
Income_$25,000-$34,999 2.521229e-02
Income_$35,000-$49,999 2.998981e-03
Income_$50,000-$74,999 2.938404e-02
Income_$75,000 or more 3.545098e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP -8.907169e-02
HighChol -7.594854e-02
CholCheck -8.989795e-03
Smoker 3.114864e-01
Stroke -1.644521e-02
HeartDiseaseorAttack 1.027619e-02
PhysActivity 1.330434e-01
Fruits 4.801399e-01
Veggies 4.792548e-01
HvyAlcoholConsump 5.123073e-02
AnyHealthcare -9.878191e-02
NoDocbcCost 1.082073e-01
DiffWalk 1.412464e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity 6.938894e-18
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -8.673617e-19
GenHlth_Excellent -5.510251e-02
GenHlth_Very good 1.427331e-02
GenHlth_Good 1.484190e-02
GenHlth_Fair 7.918439e-03
GenHlth_Poor 1.806886e-02
MentHlth_0 -4.461759e-01
MentHlth_1-5 1.429692e-01
MentHlth_6-10 5.336637e-02
MentHlth_11-15 1.362975e-02
MentHlth_16-20 -7.469931e-03
MentHlth_21-25 3.991836e-03
MentHlth_26-30 2.396888e-01
PhysHlth_0 2.045601e-02
PhysHlth_1-5 -7.300392e-02
PhysHlth_6-10 -3.927114e-02
PhysHlth_11-15 2.278743e-02
PhysHlth_16-20 2.579692e-02
PhysHlth_21-25 -1.023514e-03
PhysHlth_26-30 4.425820e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -1.131166e-02
Education_Some high school 4.010341e-02
Education_High school graduate 1.428409e-01
Education_Some college or technical school -1.490104e-01
Education_College graduate -2.262223e-02
Income_Less than $10,000 6.076358e-02
Income_$10,000-$14,999 4.826095e-02
Income_$15,000-$19,999 -4.497744e-02
Income_$20,000-$24,999 7.357996e-02
Income_$25,000-$34,999 -6.540259e-02
Income_$35,000-$49,999 4.959548e-02
Income_$50,000-$74,999 -6.483334e-02
Income_$75,000 or more -5.698659e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 6.831869e-02
HighChol 1.695355e-01
CholCheck -1.887620e-02
Smoker -1.188407e-01
Stroke -9.886080e-04
HeartDiseaseorAttack 8.829775e-03
PhysActivity -2.573058e-01
Fruits 3.795884e-01
Veggies 2.285874e-01
HvyAlcoholConsump -2.344255e-02
AnyHealthcare -6.868534e-02
NoDocbcCost 1.613251e-01
DiffWalk 7.922500e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 5.551115e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -5.204170e-18
GenHlth_Excellent -6.143944e-02
GenHlth_Very good -3.341314e-01
GenHlth_Good 3.332623e-01
GenHlth_Fair 6.468989e-02
GenHlth_Poor -2.381372e-03
MentHlth_0 3.742909e-01
MentHlth_1-5 -2.950394e-01
MentHlth_6-10 -4.058786e-02
MentHlth_11-15 -4.980729e-02
MentHlth_16-20 2.770255e-02
MentHlth_21-25 1.814790e-03
MentHlth_26-30 -1.837364e-02
PhysHlth_0 -2.612637e-01
PhysHlth_1-5 7.716874e-02
PhysHlth_6-10 6.111020e-02
PhysHlth_11-15 6.984194e-02
PhysHlth_16-20 2.418127e-02
PhysHlth_21-25 -3.376505e-03
PhysHlth_26-30 3.233802e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -4.048973e-03
Education_Some high school 4.437121e-02
Education_High school graduate -8.541736e-02
Education_Some college or technical school -6.383305e-02
Education_College graduate 1.089282e-01
Income_Less than $10,000 3.208145e-04
Income_$10,000-$14,999 -9.759481e-02
Income_$15,000-$19,999 4.283185e-02
Income_$20,000-$24,999 6.371791e-02
Income_$25,000-$34,999 2.136863e-01
Income_$35,000-$49,999 -7.157707e-02
Income_$50,000-$74,999 -4.819041e-02
Income_$75,000 or more -1.031945e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP -2.834464e-01
HighChol -2.105448e-01
CholCheck 2.666429e-02
Smoker 6.126899e-02
Stroke -4.902687e-03
HeartDiseaseorAttack -7.165481e-03
PhysActivity -1.259275e-01
Fruits 8.822519e-02
Veggies -8.418803e-02
HvyAlcoholConsump 1.168119e-02
AnyHealthcare -1.258938e-01
NoDocbcCost -7.672285e-02
DiffWalk -8.661361e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight -5.551115e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.097183e-01
GenHlth_Very good 3.837469e-01
GenHlth_Good 6.809093e-02
GenHlth_Fair -3.452076e-01
GenHlth_Poor 3.088137e-03
MentHlth_0 7.833209e-02
MentHlth_1-5 -1.355531e-01
MentHlth_6-10 1.047996e-01
MentHlth_11-15 7.641257e-02
MentHlth_16-20 -1.447815e-02
MentHlth_21-25 -1.248556e-02
MentHlth_26-30 -9.702743e-02
PhysHlth_0 -3.329584e-01
PhysHlth_1-5 3.962282e-01
PhysHlth_6-10 -1.846260e-02
PhysHlth_11-15 -1.628999e-02
PhysHlth_16-20 -2.093725e-02
PhysHlth_21-25 1.707097e-02
PhysHlth_26-30 -2.465092e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -3.155320e-03
Education_Some high school 1.733151e-02
Education_High school graduate 2.251879e-01
Education_Some college or technical school 1.679762e-02
Education_College graduate -2.561617e-01
Income_Less than $10,000 -1.408218e-03
Income_$10,000-$14,999 -3.160912e-02
Income_$15,000-$19,999 -3.512541e-03
Income_$20,000-$24,999 6.936120e-02
Income_$25,000-$34,999 6.268195e-03
Income_$35,000-$49,999 1.753306e-01
Income_$50,000-$74,999 1.554934e-02
Income_$75,000 or more -2.299794e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP -1.455996e-01
HighChol 1.591749e-01
CholCheck 4.504003e-02
Smoker 5.560920e-01
Stroke 3.089540e-03
HeartDiseaseorAttack 1.065700e-02
PhysActivity 4.358555e-01
Fruits -2.596729e-01
Veggies 1.750176e-01
HvyAlcoholConsump 6.878929e-02
AnyHealthcare 1.063370e-01
NoDocbcCost -4.952912e-02
DiffWalk 4.587972e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -6.938894e-18
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -2.220446e-16
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.331399e-02
GenHlth_Very good 5.594495e-02
GenHlth_Good 8.036147e-02
GenHlth_Fair -1.081891e-01
GenHlth_Poor 2.519670e-02
MentHlth_0 2.811081e-01
MentHlth_1-5 -2.880677e-01
MentHlth_6-10 -5.237724e-02
MentHlth_11-15 -6.851684e-03
MentHlth_16-20 -4.113291e-02
MentHlth_21-25 -1.631495e-02
MentHlth_26-30 1.236363e-01
PhysHlth_0 -1.155317e-01
PhysHlth_1-5 7.448103e-03
PhysHlth_6-10 6.984378e-02
PhysHlth_11-15 5.298331e-03
PhysHlth_16-20 1.851090e-02
PhysHlth_21-25 -6.770159e-03
PhysHlth_26-30 2.120073e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary -1.194296e-02
Education_Some high school 1.014953e-02
Education_High school graduate -1.700830e-01
Education_Some college or technical school 7.516194e-02
Education_College graduate 9.671446e-02
Income_Less than $10,000 -1.431298e-02
Income_$10,000-$14,999 5.843865e-02
Income_$15,000-$19,999 -1.384025e-01
Income_$20,000-$24,999 -1.260315e-01
Income_$25,000-$34,999 8.039753e-02
Income_$35,000-$49,999 5.016347e-02
Income_$50,000-$74,999 -3.143343e-02
Income_$75,000 or more 1.211807e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 1.648128e-02
HighChol 1.774755e-01
CholCheck -1.017255e-02
Smoker -3.604625e-01
Stroke 3.130762e-03
HeartDiseaseorAttack -1.528162e-02
PhysActivity 6.120652e-01
Fruits -1.551475e-01
Veggies 1.116185e-01
HvyAlcoholConsump -5.505931e-02
AnyHealthcare -1.232152e-01
NoDocbcCost 2.505114e-01
DiffWalk -6.617155e-02
BMI_Underweight 6.245005e-17
BMI_Healthy weight -1.804112e-16
BMI_Overweight -1.249001e-16
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity 3.155028e-17
BMI_Class 3 Obesity 8.326673e-17
GenHlth_Excellent 2.479343e-04
GenHlth_Very good -5.883642e-02
GenHlth_Good 3.243282e-02
GenHlth_Fair 6.800505e-02
GenHlth_Poor -4.184939e-02
MentHlth_0 7.516319e-02
MentHlth_1-5 6.398241e-02
MentHlth_6-10 -1.575819e-01
MentHlth_11-15 -2.129680e-02
MentHlth_16-20 -1.781464e-02
MentHlth_21-25 7.199735e-03
MentHlth_26-30 5.034797e-02
PhysHlth_0 -5.608451e-02
PhysHlth_1-5 1.209656e-01
PhysHlth_6-10 3.461516e-02
PhysHlth_11-15 1.651517e-02
PhysHlth_16-20 -7.941841e-03
PhysHlth_21-25 -1.992344e-02
PhysHlth_26-30 -8.814614e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary 1.252049e-03
Education_Some high school -4.943055e-02
Education_High school graduate 3.104774e-01
Education_Some college or technical school -6.795524e-02
Education_College graduate -1.943437e-01
Income_Less than $10,000 -3.132810e-02
Income_$10,000-$14,999 -2.302770e-02
Income_$15,000-$19,999 -3.240207e-02
Income_$20,000-$24,999 2.755182e-01
Income_$25,000-$34,999 1.263973e-02
Income_$35,000-$49,999 -8.829664e-02
Income_$50,000-$74,999 6.813789e-02
Income_$75,000 or more -1.812413e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... \
HighBP 6.957912e-02 ...
HighChol 1.346127e-01 ...
CholCheck -5.909669e-02 ...
Smoker 4.455679e-02 ...
Stroke 1.999504e-03 ...
HeartDiseaseorAttack 2.856251e-02 ...
PhysActivity -1.635237e-01 ...
Fruits -1.316151e-01 ...
Veggies -6.907617e-02 ...
HvyAlcoholConsump -2.533963e-02 ...
AnyHealthcare -1.331822e-01 ...
NoDocbcCost 6.035122e-01 ...
DiffWalk 4.056962e-02 ...
BMI_Underweight -8.673617e-18 ...
BMI_Healthy weight -5.551115e-17 ...
BMI_Overweight -8.326673e-17 ...
BMI_Class 1 Obesity 6.245005e-17 ...
BMI_Class 2 Obesity -1.110223e-16 ...
BMI_Class 3 Obesity -5.551115e-17 ...
GenHlth_Excellent -8.867965e-02 ...
GenHlth_Very good 3.714988e-01 ...
GenHlth_Good -2.223779e-03 ...
GenHlth_Fair -2.972219e-01 ...
GenHlth_Poor 1.662659e-02 ...
MentHlth_0 -9.578974e-02 ...
MentHlth_1-5 -1.543538e-01 ...
MentHlth_6-10 9.005253e-02 ...
MentHlth_11-15 5.263598e-02 ...
MentHlth_16-20 2.639590e-02 ...
MentHlth_21-25 -5.815966e-03 ...
MentHlth_26-30 8.687513e-02 ...
PhysHlth_0 1.455123e-01 ...
PhysHlth_1-5 -8.077714e-02 ...
PhysHlth_6-10 4.565608e-02 ...
PhysHlth_11-15 -3.896110e-03 ...
PhysHlth_16-20 -1.771108e-02 ...
PhysHlth_21-25 -2.615167e-02 ...
PhysHlth_26-30 -6.263236e-02 ...
Education_Never attended school or only kinderg... -0.000000e+00 ...
Education_Elementary -6.756537e-03 ...
Education_Some high school -1.626988e-03 ...
Education_High school graduate -1.465581e-01 ...
Education_Some college or technical school -1.044264e-01 ...
Education_College graduate 2.593680e-01 ...
Income_Less than $10,000 -5.276286e-02 ...
Income_$10,000-$14,999 1.072848e-02 ...
Income_$15,000-$19,999 4.327365e-02 ...
Income_$20,000-$24,999 1.701936e-01 ...
Income_$25,000-$34,999 -1.770411e-02 ...
Income_$35,000-$49,999 -2.566955e-01 ...
Income_$50,000-$74,999 1.267499e-01 ...
Income_$75,000 or more -2.378311e-02 ...
Sex_Female -0.000000e+00 ...
Sex_Male -0.000000e+00 ...
Age_18-29 -0.000000e+00 ...
Age_30-49 -0.000000e+00 ...
Age_50-64 -0.000000e+00 ...
Age_65+ -0.000000e+00 ...
PC49 \
HighBP 0.000000e+00
HighChol -2.428613e-17
CholCheck 1.962877e-16
Smoker 1.245986e-17
Stroke 1.960687e-16
HeartDiseaseorAttack -1.256261e-16
PhysActivity -8.438679e-17
Fruits -9.500466e-18
Veggies 1.120455e-16
HvyAlcoholConsump -1.921669e-16
AnyHealthcare 2.293026e-16
NoDocbcCost 2.393303e-17
DiffWalk -4.323735e-17
BMI_Underweight 1.528955e-01
BMI_Healthy weight 1.597153e-01
BMI_Overweight 1.452529e-01
BMI_Class 1 Obesity 4.274203e-01
BMI_Class 2 Obesity 6.055368e-01
BMI_Class 3 Obesity -4.167805e-01
GenHlth_Excellent -1.600990e-02
GenHlth_Very good -1.600990e-02
GenHlth_Good -1.600990e-02
GenHlth_Fair -1.600990e-02
GenHlth_Poor -1.600990e-02
MentHlth_0 2.014715e-02
MentHlth_1-5 2.014715e-02
MentHlth_6-10 2.014715e-02
MentHlth_11-15 2.014715e-02
MentHlth_16-20 2.014715e-02
MentHlth_21-25 2.014715e-02
MentHlth_26-30 2.014715e-02
PhysHlth_0 5.470543e-03
PhysHlth_1-5 5.470543e-03
PhysHlth_6-10 5.470543e-03
PhysHlth_11-15 5.470543e-03
PhysHlth_16-20 5.470543e-03
PhysHlth_21-25 5.470543e-03
PhysHlth_26-30 5.470543e-03
Education_Never attended school or only kinderg... 4.491179e-01
Education_Elementary 1.211051e-02
Education_Some high school 1.211051e-02
Education_High school graduate 1.211051e-02
Education_Some college or technical school 1.211051e-02
Education_College graduate 1.211051e-02
Income_Less than $10,000 4.663127e-03
Income_$10,000-$14,999 4.663127e-03
Income_$15,000-$19,999 4.663127e-03
Income_$20,000-$24,999 4.663127e-03
Income_$25,000-$34,999 4.663127e-03
Income_$35,000-$49,999 4.663127e-03
Income_$50,000-$74,999 4.663127e-03
Income_$75,000 or more 4.663127e-03
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC50 PC51 PC52 \
HighBP -0.000000e+00 0.0 0.0
HighChol -6.245005e-17 0.0 0.0
CholCheck -3.401585e-17 0.0 0.0
Smoker 6.825512e-17 0.0 0.0
Stroke -8.609789e-17 0.0 0.0
HeartDiseaseorAttack 5.593499e-17 0.0 0.0
PhysActivity -4.059009e-17 0.0 0.0
Fruits -3.074678e-17 0.0 0.0
Veggies -3.755112e-17 0.0 0.0
HvyAlcoholConsump -8.747551e-17 0.0 0.0
AnyHealthcare -6.258957e-17 0.0 0.0
NoDocbcCost -1.281841e-16 0.0 0.0
DiffWalk -1.545172e-16 0.0 0.0
BMI_Underweight -1.816101e-01 0.0 0.0
BMI_Healthy weight 3.713786e-01 0.0 0.0
BMI_Overweight 5.187350e-02 0.0 0.0
BMI_Class 1 Obesity 7.347625e-01 0.0 0.0
BMI_Class 2 Obesity -9.808358e-02 0.0 0.0
BMI_Class 3 Obesity 4.556628e-01 0.0 0.0
GenHlth_Excellent 1.383313e-02 0.0 0.0
GenHlth_Very good 1.383313e-02 0.0 0.0
GenHlth_Good 1.383313e-02 0.0 0.0
GenHlth_Fair 1.383313e-02 0.0 0.0
GenHlth_Poor 1.383313e-02 0.0 0.0
MentHlth_0 -5.368638e-02 0.0 0.0
MentHlth_1-5 -5.368638e-02 0.0 0.0
MentHlth_6-10 -5.368638e-02 0.0 0.0
MentHlth_11-15 -5.368638e-02 0.0 0.0
MentHlth_16-20 -5.368638e-02 0.0 0.0
MentHlth_21-25 -5.368638e-02 0.0 0.0
MentHlth_26-30 -5.368638e-02 0.0 0.0
PhysHlth_0 -2.336750e-02 0.0 0.0
PhysHlth_1-5 -2.336750e-02 0.0 0.0
PhysHlth_6-10 -2.336750e-02 0.0 0.0
PhysHlth_11-15 -2.336750e-02 0.0 0.0
PhysHlth_16-20 -2.336750e-02 0.0 0.0
PhysHlth_21-25 -2.336750e-02 0.0 0.0
PhysHlth_26-30 -2.336750e-02 0.0 0.0
Education_Never attended school or only kinderg... -2.077641e-01 0.0 0.0
Education_Elementary -1.520260e-02 0.0 0.0
Education_Some high school -1.520260e-02 0.0 0.0
Education_High school graduate -1.520260e-02 0.0 0.0
Education_Some college or technical school -1.520260e-02 0.0 0.0
Education_College graduate -1.520260e-02 0.0 0.0
Income_Less than $10,000 -6.798155e-04 0.0 0.0
Income_$10,000-$14,999 -6.798155e-04 0.0 0.0
Income_$15,000-$19,999 -6.798155e-04 0.0 0.0
Income_$20,000-$24,999 -6.798155e-04 0.0 0.0
Income_$25,000-$34,999 -6.798155e-04 0.0 0.0
Income_$35,000-$49,999 -6.798155e-04 0.0 0.0
Income_$50,000-$74,999 -6.798155e-04 0.0 0.0
Income_$75,000 or more -6.798155e-04 0.0 0.0
Sex_Female -0.000000e+00 1.0 0.0
Sex_Male -0.000000e+00 0.0 1.0
Age_18-29 -0.000000e+00 0.0 0.0
Age_30-49 -0.000000e+00 0.0 0.0
Age_50-64 -0.000000e+00 0.0 0.0
Age_65+ -0.000000e+00 0.0 0.0
PC53 PC54 PC55 PC56 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 0.0
Sex_Male 0.0 0.0 0.0 0.0
Age_18-29 1.0 0.0 0.0 0.0
Age_30-49 0.0 1.0 0.0 0.0
Age_50-64 0.0 0.0 1.0 0.0
Age_65+ 0.0 0.0 0.0 1.0
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol -4.857226e-17 9.020562e-17
CholCheck 4.216118e-17 -6.343028e-17
Smoker 4.543341e-18 -6.390367e-17
Stroke -6.747088e-18 -2.277113e-16
HeartDiseaseorAttack 3.688065e-16 -2.795771e-16
PhysActivity 8.877700e-17 1.590145e-16
Fruits -2.568931e-17 6.010834e-17
Veggies 1.756780e-16 -9.845695e-17
HvyAlcoholConsump 1.295518e-16 5.973170e-17
AnyHealthcare -5.263259e-17 -5.978316e-18
NoDocbcCost -1.603009e-16 -1.623157e-17
DiffWalk 5.069190e-17 1.380025e-16
BMI_Underweight 6.307310e-01 4.556767e-01
BMI_Healthy weight 1.948527e-01 3.996328e-01
BMI_Overweight 1.271995e-01 -4.030401e-01
BMI_Class 1 Obesity 1.733574e-01 -2.915976e-01
BMI_Class 2 Obesity -3.797962e-01 4.610966e-01
BMI_Class 3 Obesity -3.665513e-01 3.562183e-01
GenHlth_Excellent 7.757570e-02 3.896226e-02
GenHlth_Very good 7.757570e-02 3.896226e-02
GenHlth_Good 7.757570e-02 3.896226e-02
GenHlth_Fair 7.757570e-02 3.896226e-02
GenHlth_Poor 7.757570e-02 3.896226e-02
MentHlth_0 7.539558e-02 -2.884574e-02
MentHlth_1-5 7.539558e-02 -2.884574e-02
MentHlth_6-10 7.539558e-02 -2.884574e-02
MentHlth_11-15 7.539558e-02 -2.884574e-02
MentHlth_16-20 7.539558e-02 -2.884574e-02
MentHlth_21-25 7.539558e-02 -2.884574e-02
MentHlth_26-30 7.539558e-02 -2.884574e-02
PhysHlth_0 5.628484e-02 -2.547280e-02
PhysHlth_1-5 5.628484e-02 -2.547280e-02
PhysHlth_6-10 5.628484e-02 -2.547280e-02
PhysHlth_11-15 5.628484e-02 -2.547280e-02
PhysHlth_16-20 5.628484e-02 -2.547280e-02
PhysHlth_21-25 5.628484e-02 -2.547280e-02
PhysHlth_26-30 5.628484e-02 -2.547280e-02
Education_Never attended school or only kinderg... -3.222203e-01 -1.601688e-01
Education_Elementary -3.739032e-02 -1.923824e-02
Education_Some high school -3.739032e-02 -1.923824e-02
Education_High school graduate -3.739032e-02 -1.923824e-02
Education_Some college or technical school -3.739032e-02 -1.923824e-02
Education_College graduate -3.739032e-02 -1.923824e-02
Income_Less than $10,000 -6.754627e-02 5.229283e-03
Income_$10,000-$14,999 -6.754627e-02 5.229283e-03
Income_$15,000-$19,999 -6.754627e-02 5.229283e-03
Income_$20,000-$24,999 -6.754627e-02 5.229283e-03
Income_$25,000-$34,999 -6.754627e-02 5.229283e-03
Income_$35,000-$49,999 -6.754627e-02 5.229283e-03
Income_$50,000-$74,999 -6.754627e-02 5.229283e-03
Income_$75,000 or more -6.754627e-02 5.229283e-03
Sex_Female 0.000000e+00 -0.000000e+00
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_12:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.149094 -0.118626 0.531628 -0.716550 0.600823 -0.423219 -0.253839
1 0.574715 -0.741738 -0.229326 0.800489 -0.226089 0.402379 -0.427478
2 -0.432712 -1.004172 -0.605117 -0.441141 1.525012 -0.132756 -0.408499
3 0.171172 0.150575 -0.764637 0.108618 0.234656 0.472501 -1.044873
4 0.290716 0.129232 0.423217 -0.608045 -0.894054 0.315212 -0.588253
PC8 PC9 PC10 ... PC49 PC50 \
0 0.803083 -0.121376 0.056380 ... -1.245327e-17 1.791233e-18
1 0.043211 0.161470 -0.728687 ... -5.018552e-17 1.937054e-17
2 0.064640 0.426512 0.262099 ... 8.419031e-17 5.486603e-17
3 -1.045333 -0.337299 0.797458 ... -1.333400e-17 7.495328e-17
4 -0.063589 0.572909 0.991785 ... 2.225190e-17 -1.138170e-16
PC51 PC52 PC53 PC54 PC55 \
0 8.847448e-17 -6.512281e-17 -1.418358e-17 -1.064038e-17 -2.166493e-17
1 -6.173939e-17 -9.557432e-18 5.967574e-18 1.318493e-16 -3.026062e-17
2 -1.107834e-16 -2.382961e-17 -2.445142e-17 2.246999e-17 -3.466851e-17
3 7.449972e-17 7.099501e-17 3.735190e-17 3.930897e-17 3.295422e-17
4 3.810911e-16 -4.854639e-17 -2.209039e-17 4.582120e-19 -3.229327e-17
PC56 PC57 PC58
0 -3.605064e-17 2.898445e-17 3.548695e-17
1 -5.799895e-17 -3.164952e-18 5.241035e-17
2 -6.451535e-18 9.731338e-19 -4.801757e-19
3 -4.310985e-17 7.673265e-17 2.010886e-17
4 3.529707e-17 -8.888133e-17 -1.758946e-18
[5 rows x 58 columns]
For Subset_12, retain 25 components to explain 90% of the variance.
Subset Subset_13 is empty, skipping PCA.
Explained Variance for Subset_14:
[1.38427482e-01 1.07026408e-01 8.60830012e-02 7.23347753e-02
6.11867501e-02 5.55338651e-02 4.70657340e-02 4.51065928e-02
3.44133403e-02 3.17227366e-02 2.80932000e-02 2.71155473e-02
2.49931864e-02 2.14355181e-02 2.09097350e-02 1.81942566e-02
1.57887022e-02 1.52510605e-02 1.51600774e-02 1.45177415e-02
1.23565652e-02 1.18729237e-02 1.06331969e-02 1.02494677e-02
9.28585557e-03 8.84701481e-03 8.40552125e-03 6.91155179e-03
6.19838794e-03 5.75343916e-03 5.27328408e-03 5.07341798e-03
4.18941993e-03 3.00942671e-03 2.66272345e-03 2.36078345e-03
2.12580847e-03 1.87950336e-03 1.53085030e-03 9.43467075e-04
7.76809175e-05 2.16092122e-17 1.19995017e-17 8.70319092e-18
2.30224830e-18 2.20280559e-18 8.88464474e-19 1.77569990e-34
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_14:
[0.13842748 0.24545389 0.33153689 0.40387167 0.46505842 0.52059228
0.56765802 0.61276461 0.64717795 0.67890069 0.70699389 0.73410943
0.75910262 0.78053814 0.80144787 0.81964213 0.83543083 0.85068189
0.86584197 0.88035971 0.89271628 0.9045892 0.9152224 0.92547186
0.93475772 0.94360473 0.95201026 0.95892181 0.9651202 0.97087363
0.97614692 0.98122034 0.98540976 0.98841918 0.99108191 0.99344269
0.9955685 0.997448 0.99897885 0.99992232 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_14:
PC1 \
HighBP -6.886639e-02
HighChol -7.609473e-02
CholCheck 1.264107e-02
Smoker -2.666097e-01
Stroke -1.387678e-02
HeartDiseaseorAttack -1.664010e-02
PhysActivity 1.306732e-01
Fruits 1.675849e-01
Veggies 8.604546e-02
HvyAlcoholConsump -2.049560e-02
AnyHealthcare 6.497231e-02
NoDocbcCost -1.297402e-01
DiffWalk -7.446747e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -4.039548e-17
BMI_Overweight -4.135903e-25
BMI_Class 1 Obesity -1.292470e-26
BMI_Class 2 Obesity -1.615587e-27
BMI_Class 3 Obesity -2.019484e-28
GenHlth_Excellent 3.919321e-01
GenHlth_Very good -1.221447e-01
GenHlth_Good -1.661323e-01
GenHlth_Fair -6.938576e-02
GenHlth_Poor -3.426933e-02
MentHlth_0 2.906994e-01
MentHlth_1-5 -1.279859e-01
MentHlth_6-10 -3.920331e-02
MentHlth_11-15 -3.141606e-02
MentHlth_16-20 -1.961638e-02
MentHlth_21-25 -6.268222e-03
MentHlth_26-30 -6.620953e-02
PhysHlth_0 2.972594e-01
PhysHlth_1-5 -1.567943e-01
PhysHlth_6-10 -3.630200e-02
PhysHlth_11-15 -2.898179e-02
PhysHlth_16-20 -1.453745e-02
PhysHlth_21-25 -6.255437e-03
PhysHlth_26-30 -5.438841e-02
Education_Never attended school or only kinderg... -3.793051e-04
Education_Elementary -8.367521e-03
Education_Some high school -2.748061e-02
Education_High school graduate -1.363307e-01
Education_Some college or technical school -2.244494e-01
Education_College graduate 3.970075e-01
Income_Less than $10,000 -4.367514e-02
Income_$10,000-$14,999 -2.999232e-02
Income_$15,000-$19,999 -4.594925e-02
Income_$20,000-$24,999 -5.673841e-02
Income_$25,000-$34,999 -5.695088e-02
Income_$35,000-$49,999 -7.763569e-02
Income_$50,000-$74,999 -8.574277e-02
Income_$75,000 or more 3.966844e-01
Sex_Female -4.039548e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -4.039548e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 9.696756e-03
HighChol -1.592453e-02
CholCheck -9.611450e-03
Smoker 1.179869e-01
Stroke 3.476741e-03
HeartDiseaseorAttack 2.179316e-03
PhysActivity -6.498542e-02
Fruits -7.477588e-02
Veggies -5.764859e-02
HvyAlcoholConsump -1.345848e-02
AnyHealthcare -4.788557e-02
NoDocbcCost 3.621593e-02
DiffWalk 1.385708e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -7.795825e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -5.293956e-23
BMI_Class 2 Obesity 6.617445e-24
BMI_Class 3 Obesity -8.271806e-25
GenHlth_Excellent 2.055596e-01
GenHlth_Very good -2.870129e-01
GenHlth_Good 5.947199e-02
GenHlth_Fair 1.363482e-02
GenHlth_Poor 8.346497e-03
MentHlth_0 4.049940e-01
MentHlth_1-5 -3.826238e-01
MentHlth_6-10 -2.384154e-02
MentHlth_11-15 -3.687503e-03
MentHlth_16-20 -6.651459e-04
MentHlth_21-25 -1.605375e-03
MentHlth_26-30 7.429363e-03
PhysHlth_0 3.293278e-01
PhysHlth_1-5 -3.223459e-01
PhysHlth_6-10 -1.709110e-02
PhysHlth_11-15 -7.313769e-04
PhysHlth_16-20 2.093718e-03
PhysHlth_21-25 9.838944e-04
PhysHlth_26-30 7.763024e-03
Education_Never attended school or only kinderg... 1.626874e-04
Education_Elementary 6.669930e-03
Education_Some high school 1.574122e-02
Education_High school graduate 1.311364e-01
Education_Some college or technical school 2.360976e-01
Education_College graduate -3.898079e-01
Income_Less than $10,000 2.342245e-02
Income_$10,000-$14,999 1.451263e-02
Income_$15,000-$19,999 2.880534e-02
Income_$20,000-$24,999 3.893792e-02
Income_$25,000-$34,999 4.291664e-02
Income_$35,000-$49,999 5.799805e-02
Income_$50,000-$74,999 7.201359e-02
Income_$75,000 or more -2.786066e-01
Sex_Female -7.795642e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -7.795642e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -5.832741e-03
HighChol -2.054419e-02
CholCheck -3.454588e-03
Smoker -3.478911e-02
Stroke -6.320029e-03
HeartDiseaseorAttack -6.756993e-03
PhysActivity 7.684454e-03
Fruits 3.856599e-03
Veggies 3.629458e-03
HvyAlcoholConsump -1.190713e-02
AnyHealthcare 8.209563e-03
NoDocbcCost -4.582734e-02
DiffWalk -3.870681e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -8.528700e-17
BMI_Overweight -5.421011e-20
BMI_Class 1 Obesity -6.776264e-21
BMI_Class 2 Obesity -1.694066e-21
BMI_Class 3 Obesity 2.117582e-22
GenHlth_Excellent -4.984576e-01
GenHlth_Very good 6.912182e-01
GenHlth_Good -1.317998e-01
GenHlth_Fair -4.163029e-02
GenHlth_Poor -1.933053e-02
MentHlth_0 3.633055e-01
MentHlth_1-5 -2.777261e-01
MentHlth_6-10 -2.604803e-02
MentHlth_11-15 -1.557768e-02
MentHlth_16-20 -8.357897e-03
MentHlth_21-25 -2.312488e-03
MentHlth_26-30 -3.328330e-02
PhysHlth_0 1.546710e-01
PhysHlth_1-5 -8.864493e-02
PhysHlth_6-10 -9.753220e-03
PhysHlth_11-15 -1.421439e-02
PhysHlth_16-20 -8.157549e-03
PhysHlth_21-25 -3.364632e-03
PhysHlth_26-30 -3.053629e-02
Education_Never attended school or only kinderg... 6.175775e-05
Education_Elementary -1.877117e-03
Education_Some high school -9.919522e-03
Education_High school graduate -2.097239e-02
Education_Some college or technical school 2.233325e-02
Education_College graduate 1.037402e-02
Income_Less than $10,000 -1.596608e-02
Income_$10,000-$14,999 -9.738744e-03
Income_$15,000-$19,999 -1.492812e-02
Income_$20,000-$24,999 -1.030192e-02
Income_$25,000-$34,999 -3.136581e-03
Income_$35,000-$49,999 -5.988426e-04
Income_$50,000-$74,999 5.265648e-03
Income_$75,000 or more 4.940465e-02
Sex_Female -8.504628e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -8.504628e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP -2.372236e-02
HighChol -1.490070e-02
CholCheck -1.463312e-02
Smoker 3.022455e-02
Stroke -6.072358e-03
HeartDiseaseorAttack -9.859407e-03
PhysActivity 4.221547e-02
Fruits -3.709344e-02
Veggies -9.090580e-03
HvyAlcoholConsump 1.998462e-02
AnyHealthcare -7.965361e-03
NoDocbcCost -1.001444e-02
DiffWalk -4.105810e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 1.142082e-16
BMI_Overweight 4.336809e-19
BMI_Class 1 Obesity 5.421011e-20
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.694066e-21
GenHlth_Excellent 6.576315e-03
GenHlth_Very good 1.870283e-01
GenHlth_Good -1.380296e-01
GenHlth_Fair -4.174438e-02
GenHlth_Poor -1.383069e-02
MentHlth_0 -4.309976e-01
MentHlth_1-5 4.375265e-01
MentHlth_6-10 -2.295891e-03
MentHlth_11-15 8.248218e-03
MentHlth_16-20 -2.202689e-03
MentHlth_21-25 -1.604785e-03
MentHlth_26-30 -8.673780e-03
PhysHlth_0 5.657204e-01
PhysHlth_1-5 -4.694675e-01
PhysHlth_6-10 -3.235719e-02
PhysHlth_11-15 -1.968739e-02
PhysHlth_16-20 -6.700782e-03
PhysHlth_21-25 -2.001511e-03
PhysHlth_26-30 -3.550597e-02
Education_Never attended school or only kinderg... -3.913819e-04
Education_Elementary -4.787646e-03
Education_Some high school -5.521610e-03
Education_High school graduate 2.247118e-03
Education_Some college or technical school 7.665055e-02
Education_College graduate -6.819703e-02
Income_Less than $10,000 -1.132191e-02
Income_$10,000-$14,999 -4.222877e-03
Income_$15,000-$19,999 -6.806580e-03
Income_$20,000-$24,999 -3.496138e-03
Income_$25,000-$34,999 3.399311e-03
Income_$35,000-$49,999 1.621926e-02
Income_$50,000-$74,999 5.232739e-02
Income_$75,000 or more -4.609846e-02
Sex_Female 1.137225e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.137225e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -1.318368e-02
HighChol -2.341061e-02
CholCheck 5.202230e-03
Smoker 1.052906e-01
Stroke -2.129444e-03
HeartDiseaseorAttack -3.271167e-04
PhysActivity 6.036887e-02
Fruits 8.316600e-03
Veggies 3.307195e-02
HvyAlcoholConsump 2.969533e-02
AnyHealthcare 3.273307e-02
NoDocbcCost -5.981254e-02
DiffWalk -9.204147e-03
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.845864e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity -6.938894e-18
BMI_Class 2 Obesity 8.673617e-19
BMI_Class 3 Obesity -2.168404e-19
GenHlth_Excellent 9.729122e-02
GenHlth_Very good 5.034030e-02
GenHlth_Good -1.430086e-01
GenHlth_Fair -4.655355e-03
GenHlth_Poor 3.245512e-05
MentHlth_0 -1.996540e-02
MentHlth_1-5 5.121157e-02
MentHlth_6-10 -8.250192e-03
MentHlth_11-15 -8.877370e-03
MentHlth_16-20 3.618409e-04
MentHlth_21-25 1.527263e-03
MentHlth_26-30 -1.600771e-02
PhysHlth_0 -7.601173e-02
PhysHlth_1-5 9.646054e-02
PhysHlth_6-10 -7.931969e-03
PhysHlth_11-15 -4.690008e-03
PhysHlth_16-20 -2.939931e-03
PhysHlth_21-25 2.015964e-03
PhysHlth_26-30 -6.902861e-03
Education_Never attended school or only kinderg... -1.204640e-05
Education_Elementary -5.487997e-03
Education_Some high school -1.327823e-02
Education_High school graduate -3.854039e-02
Education_Some college or technical school 4.936320e-01
Education_College graduate -4.363133e-01
Income_Less than $10,000 -1.100760e-02
Income_$10,000-$14,999 -8.505638e-03
Income_$15,000-$19,999 -1.684314e-02
Income_$20,000-$24,999 -1.886602e-02
Income_$25,000-$34,999 -3.869504e-02
Income_$35,000-$49,999 -9.329962e-02
Income_$50,000-$74,999 -3.871804e-01
Income_$75,000 or more 5.743975e-01
Sex_Female 3.676017e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 3.676017e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP -7.059464e-02
HighChol -1.120839e-01
CholCheck -7.902580e-03
Smoker -2.812146e-01
Stroke -7.891864e-03
HeartDiseaseorAttack -9.105508e-03
PhysActivity 1.817498e-01
Fruits 5.867879e-01
Veggies 1.811624e-01
HvyAlcoholConsump -5.137413e-02
AnyHealthcare -3.833964e-03
NoDocbcCost -4.052937e-02
DiffWalk -5.162856e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -3.865386e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -8.673617e-19
BMI_Class 3 Obesity 2.168404e-19
GenHlth_Excellent 1.693784e-01
GenHlth_Very good 1.208359e-01
GenHlth_Good -2.329899e-01
GenHlth_Fair -3.569434e-02
GenHlth_Poor -2.152996e-02
MentHlth_0 1.739517e-02
MentHlth_1-5 9.544718e-02
MentHlth_6-10 -2.923865e-02
MentHlth_11-15 -2.333425e-02
MentHlth_16-20 -1.115411e-02
MentHlth_21-25 -1.866018e-03
MentHlth_26-30 -4.724932e-02
PhysHlth_0 -9.548616e-02
PhysHlth_1-5 1.873087e-01
PhysHlth_6-10 -1.746374e-02
PhysHlth_11-15 -1.789175e-02
PhysHlth_16-20 -6.955595e-03
PhysHlth_21-25 -5.095148e-03
PhysHlth_26-30 -4.441632e-02
Education_Never attended school or only kinderg... -4.514943e-04
Education_Elementary -3.963307e-03
Education_Some high school -1.674838e-02
Education_High school graduate -9.995321e-02
Education_Some college or technical school 2.918317e-01
Education_College graduate -1.707153e-01
Income_Less than $10,000 -2.924293e-02
Income_$10,000-$14,999 -8.732775e-03
Income_$15,000-$19,999 -1.286052e-02
Income_$20,000-$24,999 -7.546249e-03
Income_$25,000-$34,999 -1.097768e-03
Income_$35,000-$49,999 6.476300e-02
Income_$50,000-$74,999 3.109750e-01
Income_$75,000 or more -3.162577e-01
Sex_Female -3.631204e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -3.631204e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 3.572699e-02
HighChol 4.431575e-02
CholCheck 4.417939e-03
Smoker 6.960938e-01
Stroke 3.059947e-03
HeartDiseaseorAttack 1.014746e-02
PhysActivity 9.565234e-02
Fruits 5.920101e-01
Veggies 2.160241e-01
HvyAlcoholConsump 7.428625e-02
AnyHealthcare -2.774674e-02
NoDocbcCost 7.661925e-02
DiffWalk 3.547397e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 8.404579e-18
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 6.938894e-18
GenHlth_Excellent -7.348115e-02
GenHlth_Very good -3.044543e-02
GenHlth_Good 5.676649e-02
GenHlth_Fair 3.332181e-02
GenHlth_Poor 1.383828e-02
MentHlth_0 -1.693750e-02
MentHlth_1-5 -6.914400e-02
MentHlth_6-10 1.414461e-02
MentHlth_11-15 2.290025e-02
MentHlth_16-20 6.330928e-03
MentHlth_21-25 2.574747e-03
MentHlth_26-30 4.013097e-02
PhysHlth_0 3.590585e-02
PhysHlth_1-5 -1.039330e-01
PhysHlth_6-10 7.921685e-03
PhysHlth_11-15 1.585021e-02
PhysHlth_16-20 8.230691e-03
PhysHlth_21-25 3.844581e-03
PhysHlth_26-30 3.217997e-02
Education_Never attended school or only kinderg... -1.602472e-04
Education_Elementary 3.755024e-04
Education_Some high school 8.153445e-03
Education_High school graduate 8.242520e-02
Education_Some college or technical school -1.745953e-01
Education_College graduate 8.380144e-02
Income_Less than $10,000 4.194115e-03
Income_$10,000-$14,999 3.511411e-03
Income_$15,000-$19,999 1.533658e-02
Income_$20,000-$24,999 1.652700e-02
Income_$25,000-$34,999 1.118185e-02
Income_$35,000-$49,999 2.986943e-03
Income_$50,000-$74,999 -1.107319e-01
Income_$75,000 or more 5.699402e-02
Sex_Female 2.126578e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 2.126578e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP 5.141043e-02
HighChol 6.947550e-02
CholCheck 3.084657e-02
Smoker -4.779107e-01
Stroke 6.102414e-03
HeartDiseaseorAttack 4.210479e-03
PhysActivity -6.566299e-02
Fruits 3.749271e-01
Veggies 3.488090e-02
HvyAlcoholConsump -8.021883e-02
AnyHealthcare -2.638048e-02
NoDocbcCost 4.654398e-02
DiffWalk 2.783386e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -5.846708e-18
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 6.938894e-18
GenHlth_Excellent -3.694004e-01
GenHlth_Very good -1.927771e-01
GenHlth_Good 5.660330e-01
GenHlth_Fair -1.918880e-03
GenHlth_Poor -1.936545e-03
MentHlth_0 -5.141547e-02
MentHlth_1-5 1.066534e-02
MentHlth_6-10 1.346374e-02
MentHlth_11-15 6.994608e-03
MentHlth_16-20 5.473213e-03
MentHlth_21-25 1.081737e-03
MentHlth_26-30 1.373683e-02
PhysHlth_0 1.030274e-01
PhysHlth_1-5 -1.655865e-01
PhysHlth_6-10 2.956875e-02
PhysHlth_11-15 1.338523e-02
PhysHlth_16-20 4.578222e-03
PhysHlth_21-25 -1.300081e-03
PhysHlth_26-30 1.632704e-02
Education_Never attended school or only kinderg... 1.842261e-04
Education_Elementary 1.051355e-02
Education_Some high school 1.321375e-02
Education_High school graduate 2.002376e-02
Education_Some college or technical school 4.619748e-02
Education_College graduate -9.013276e-02
Income_Less than $10,000 1.228436e-02
Income_$10,000-$14,999 1.478372e-02
Income_$15,000-$19,999 1.361443e-02
Income_$20,000-$24,999 3.568054e-02
Income_$25,000-$34,999 2.210824e-02
Income_$35,000-$49,999 -8.902984e-03
Income_$50,000-$74,999 -2.075705e-01
Income_$75,000 or more 1.180022e-01
Sex_Female 4.770836e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 4.770836e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 3.418239e-02
HighChol 5.702024e-02
CholCheck 3.088058e-03
Smoker -2.367387e-01
Stroke 7.402237e-03
HeartDiseaseorAttack 7.998292e-03
PhysActivity -2.005833e-01
Fruits 1.460104e-01
Veggies -4.472212e-02
HvyAlcoholConsump -7.790006e-02
AnyHealthcare -6.487743e-02
NoDocbcCost 4.234099e-02
DiffWalk 7.650767e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -2.406487e-17
BMI_Overweight -1.387779e-16
BMI_Class 1 Obesity 2.220446e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 1.141644e-01
GenHlth_Very good 1.000565e-01
GenHlth_Good -3.607132e-01
GenHlth_Fair 1.014854e-01
GenHlth_Poor 4.500693e-02
MentHlth_0 -1.935304e-02
MentHlth_1-5 3.123395e-02
MentHlth_6-10 -4.056172e-02
MentHlth_11-15 -1.229881e-02
MentHlth_16-20 -1.145977e-03
MentHlth_21-25 -1.589255e-04
MentHlth_26-30 4.228452e-02
PhysHlth_0 -7.176104e-02
PhysHlth_1-5 -1.969099e-02
PhysHlth_6-10 -1.883073e-03
PhysHlth_11-15 9.593035e-03
PhysHlth_16-20 1.037026e-02
PhysHlth_21-25 2.938732e-03
PhysHlth_26-30 7.043308e-02
Education_Never attended school or only kinderg... 3.774921e-04
Education_Elementary 1.044577e-02
Education_Some high school 2.078877e-02
Education_High school graduate 6.217072e-01
Education_Some college or technical school -3.994206e-01
Education_College graduate -2.538986e-01
Income_Less than $10,000 4.575716e-02
Income_$10,000-$14,999 3.702469e-02
Income_$15,000-$19,999 4.508691e-02
Income_$20,000-$24,999 2.933657e-02
Income_$25,000-$34,999 4.432260e-02
Income_$35,000-$49,999 3.443566e-02
Income_$50,000-$74,999 -2.371255e-01
Income_$75,000 or more 1.161887e-03
Sex_Female 4.814584e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 4.814584e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 1.488587e-01 ... 0.0
HighChol 4.449162e-01 ... 0.0
CholCheck 2.615966e-02 ... 0.0
Smoker -8.112946e-02 ... 0.0
Stroke 3.256334e-02 ... 0.0
HeartDiseaseorAttack 3.303826e-02 ... 0.0
PhysActivity -3.656750e-01 ... 0.0
Fruits 1.414545e-01 ... 0.0
Veggies -1.014262e-01 ... 0.0
HvyAlcoholConsump -4.767396e-02 ... 0.0
AnyHealthcare 9.506333e-03 ... 0.0
NoDocbcCost 1.261136e-01 ... 0.0
DiffWalk 1.988763e-01 ... 0.0
BMI_Underweight -0.000000e+00 ... 0.0
BMI_Healthy weight 1.163216e-16 ... 0.0
BMI_Overweight 1.387779e-16 ... 0.0
BMI_Class 1 Obesity -5.551115e-17 ... 0.0
BMI_Class 2 Obesity -0.000000e+00 ... 0.0
BMI_Class 3 Obesity -5.551115e-17 ... 0.0
GenHlth_Excellent 3.967948e-02 ... 0.0
GenHlth_Very good 2.219051e-03 ... 0.0
GenHlth_Good -3.202183e-01 ... 0.0
GenHlth_Fair 1.749429e-01 ... 0.0
GenHlth_Poor 1.033768e-01 ... 0.0
MentHlth_0 -1.399868e-01 ... 0.0
MentHlth_1-5 -2.120648e-01 ... 0.0
MentHlth_6-10 8.409847e-02 ... 0.0
MentHlth_11-15 5.591238e-02 ... 0.0
MentHlth_16-20 3.617367e-02 ... 0.0
MentHlth_21-25 8.210509e-03 ... 0.0
MentHlth_26-30 1.676566e-01 ... 0.0
PhysHlth_0 -9.741609e-02 ... 0.0
PhysHlth_1-5 -2.248457e-01 ... 0.0
PhysHlth_6-10 7.254646e-02 ... 0.0
PhysHlth_11-15 4.313650e-02 ... 0.0
PhysHlth_16-20 2.642546e-02 ... 0.0
PhysHlth_21-25 1.399350e-02 ... 0.0
PhysHlth_26-30 1.661599e-01 ... 0.0
Education_Never attended school or only kinderg... 3.027231e-04 ... 0.0
Education_Elementary 1.085429e-02 ... 0.0
Education_Some high school 1.485254e-02 ... 0.0
Education_High school graduate -3.664882e-01 ... 0.0
Education_Some college or technical school 1.809148e-01 ... 0.0
Education_College graduate 1.595638e-01 ... 0.0
Income_Less than $10,000 5.419003e-02 ... 0.0
Income_$10,000-$14,999 2.912151e-02 ... 0.0
Income_$15,000-$19,999 2.290437e-02 ... 0.0
Income_$20,000-$24,999 -4.795689e-04 ... 0.0
Income_$25,000-$34,999 -1.342834e-02 ... 0.0
Income_$35,000-$49,999 -7.624271e-02 ... 0.0
Income_$50,000-$74,999 -4.237995e-03 ... 0.0
Income_$75,000 or more -1.182730e-02 ... 0.0
Sex_Female 1.016437e-16 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 1.016437e-16 ... 0.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -0.000000e+00 ... 1.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.0
HighChol 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0
Smoker 0.0 0.0 0.0
Stroke 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0
Fruits 0.0 0.0 0.0
Veggies 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0
Sex_Male 0.0 1.0 0.0
Age_18-29 0.0 0.0 1.0
Age_30-49 0.0 0.0 0.0
Age_50-64 1.0 0.0 0.0
Age_65+ 0.0 0.0 0.0
PC53 \
HighBP 0.000000e+00
HighChol -7.907725e-17
CholCheck 1.452813e-16
Smoker 1.269235e-16
Stroke -9.164309e-16
HeartDiseaseorAttack 5.946122e-16
PhysActivity -2.499914e-16
Fruits 2.548214e-17
Veggies 2.086466e-16
HvyAlcoholConsump -1.668385e-16
AnyHealthcare -3.872190e-16
NoDocbcCost -2.610034e-16
DiffWalk -2.449167e-16
BMI_Underweight 1.270296e-01
BMI_Healthy weight -1.107055e-01
BMI_Overweight -3.954681e-01
BMI_Class 1 Obesity 1.206571e-01
BMI_Class 2 Obesity 4.452232e-01
BMI_Class 3 Obesity -3.486728e-01
GenHlth_Excellent 7.289088e-02
GenHlth_Very good 7.289088e-02
GenHlth_Good 7.289088e-02
GenHlth_Fair 7.289088e-02
GenHlth_Poor 7.289088e-02
MentHlth_0 -1.118878e-02
MentHlth_1-5 -1.118878e-02
MentHlth_6-10 -1.118878e-02
MentHlth_11-15 -1.118878e-02
MentHlth_16-20 -1.118878e-02
MentHlth_21-25 -1.118878e-02
MentHlth_26-30 -1.118878e-02
PhysHlth_0 -5.303824e-02
PhysHlth_1-5 -5.303824e-02
PhysHlth_6-10 -5.303824e-02
PhysHlth_11-15 -5.303824e-02
PhysHlth_16-20 -5.303824e-02
PhysHlth_21-25 -5.303824e-02
PhysHlth_26-30 -5.303824e-02
Education_Never attended school or only kinderg... 2.640097e-01
Education_Elementary 2.640097e-01
Education_Some high school 2.640097e-01
Education_High school graduate 2.640097e-01
Education_Some college or technical school 2.640097e-01
Education_College graduate 2.640097e-01
Income_Less than $10,000 -3.081294e-02
Income_$10,000-$14,999 -3.081294e-02
Income_$15,000-$19,999 -3.081294e-02
Income_$20,000-$24,999 -3.081294e-02
Income_$25,000-$34,999 -3.081294e-02
Income_$35,000-$49,999 -3.081294e-02
Income_$50,000-$74,999 -3.081294e-02
Income_$75,000 or more -3.081294e-02
Sex_Female 6.294003e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 6.294003e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 5.422440e-17
CholCheck -4.395378e-16
Smoker -1.019030e-16
Stroke 3.817684e-17
HeartDiseaseorAttack -3.862557e-16
PhysActivity 2.815783e-17
Fruits 4.876758e-17
Veggies -1.240261e-16
HvyAlcoholConsump 1.664484e-16
AnyHealthcare -3.009423e-16
NoDocbcCost -2.215311e-16
DiffWalk -2.422733e-16
BMI_Underweight 1.732592e-01
BMI_Healthy weight -3.328028e-01
BMI_Overweight -8.110824e-02
BMI_Class 1 Obesity 8.165624e-02
BMI_Class 2 Obesity -6.907763e-03
BMI_Class 3 Obesity 4.647759e-01
GenHlth_Excellent 9.440838e-02
GenHlth_Very good 9.440838e-02
GenHlth_Good 9.440838e-02
GenHlth_Fair 9.440838e-02
GenHlth_Poor 9.440838e-02
MentHlth_0 -5.543957e-02
MentHlth_1-5 -5.543957e-02
MentHlth_6-10 -5.543957e-02
MentHlth_11-15 -5.543957e-02
MentHlth_16-20 -5.543957e-02
MentHlth_21-25 -5.543957e-02
MentHlth_26-30 -5.543957e-02
PhysHlth_0 -2.606889e-01
PhysHlth_1-5 -2.606889e-01
PhysHlth_6-10 -2.606889e-01
PhysHlth_11-15 -2.606889e-01
PhysHlth_16-20 -2.606889e-01
PhysHlth_21-25 -2.606889e-01
PhysHlth_26-30 -2.606889e-01
Education_Never attended school or only kinderg... -3.036589e-02
Education_Elementary -3.036589e-02
Education_Some high school -3.036589e-02
Education_High school graduate -3.036589e-02
Education_Some college or technical school -3.036589e-02
Education_College graduate -3.036589e-02
Income_Less than $10,000 1.013271e-01
Income_$10,000-$14,999 1.013271e-01
Income_$15,000-$19,999 1.013271e-01
Income_$20,000-$24,999 1.013271e-01
Income_$25,000-$34,999 1.013271e-01
Income_$35,000-$49,999 1.013271e-01
Income_$50,000-$74,999 1.013271e-01
Income_$75,000 or more 1.013271e-01
Sex_Female 1.504400e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 1.504400e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP -2.676577e-16
HighChol 1.210731e-16
CholCheck 5.551639e-16
Smoker -1.173797e-16
Stroke -6.856159e-16
HeartDiseaseorAttack 1.282117e-15
PhysActivity 6.682763e-17
Fruits -3.780105e-17
Veggies -5.624104e-17
HvyAlcoholConsump -3.056880e-17
AnyHealthcare 1.151596e-16
NoDocbcCost -4.520861e-17
DiffWalk -4.288824e-16
BMI_Underweight 4.343270e-01
BMI_Healthy weight -4.981591e-02
BMI_Overweight -4.323916e-01
BMI_Class 1 Obesity 1.585463e-01
BMI_Class 2 Obesity -1.736029e-03
BMI_Class 3 Obesity 1.253007e-02
GenHlth_Excellent 9.383182e-02
GenHlth_Very good 9.383182e-02
GenHlth_Good 9.383182e-02
GenHlth_Fair 9.383182e-02
GenHlth_Poor 9.383182e-02
MentHlth_0 -9.885180e-02
MentHlth_1-5 -9.885180e-02
MentHlth_6-10 -9.885180e-02
MentHlth_11-15 -9.885180e-02
MentHlth_16-20 -9.885180e-02
MentHlth_21-25 -9.885180e-02
MentHlth_26-30 -9.885180e-02
PhysHlth_0 1.943794e-01
PhysHlth_1-5 1.943794e-01
PhysHlth_6-10 1.943794e-01
PhysHlth_11-15 1.943794e-01
PhysHlth_16-20 1.943794e-01
PhysHlth_21-25 1.943794e-01
PhysHlth_26-30 1.943794e-01
Education_Never attended school or only kinderg... -1.116671e-01
Education_Elementary -1.116671e-01
Education_Some high school -1.116671e-01
Education_High school graduate -1.116671e-01
Education_Some college or technical school -1.116671e-01
Education_College graduate -1.116671e-01
Income_Less than $10,000 1.325322e-01
Income_$10,000-$14,999 1.325322e-01
Income_$15,000-$19,999 1.325322e-01
Income_$20,000-$24,999 1.325322e-01
Income_$25,000-$34,999 1.325322e-01
Income_$35,000-$49,999 1.325322e-01
Income_$50,000-$74,999 1.325322e-01
Income_$75,000 or more 1.325322e-01
Sex_Female -4.677754e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -4.677754e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 9.037400e-18
CholCheck 2.072147e-16
Smoker 3.952512e-17
Stroke 1.321366e-15
HeartDiseaseorAttack -1.250549e-15
PhysActivity -2.563171e-16
Fruits -8.094472e-17
Veggies 2.278180e-17
HvyAlcoholConsump 1.006384e-16
AnyHealthcare 8.474844e-16
NoDocbcCost 3.822962e-16
DiffWalk 1.071744e-16
BMI_Underweight -2.017118e-01
BMI_Healthy weight 1.189944e-01
BMI_Overweight 6.962674e-02
BMI_Class 1 Obesity -4.608587e-02
BMI_Class 2 Obesity 3.902399e-01
BMI_Class 3 Obesity 1.362753e-01
GenHlth_Excellent -2.615493e-01
GenHlth_Very good -2.615493e-01
GenHlth_Good -2.615493e-01
GenHlth_Fair -2.615493e-01
GenHlth_Poor -2.615493e-01
MentHlth_0 -8.241162e-02
MentHlth_1-5 -8.241162e-02
MentHlth_6-10 -8.241162e-02
MentHlth_11-15 -8.241162e-02
MentHlth_16-20 -8.241162e-02
MentHlth_21-25 -8.241162e-02
MentHlth_26-30 -8.241162e-02
PhysHlth_0 1.462479e-02
PhysHlth_1-5 1.462479e-02
PhysHlth_6-10 1.462479e-02
PhysHlth_11-15 1.462479e-02
PhysHlth_16-20 1.462479e-02
PhysHlth_21-25 1.462479e-02
PhysHlth_26-30 1.462479e-02
Education_Never attended school or only kinderg... 6.740951e-02
Education_Elementary 6.740951e-02
Education_Some high school 6.740951e-02
Education_High school graduate 6.740951e-02
Education_Some college or technical school 6.740951e-02
Education_College graduate 6.740951e-02
Income_Less than $10,000 1.952068e-01
Income_$10,000-$14,999 1.952068e-01
Income_$15,000-$19,999 1.952068e-01
Income_$20,000-$24,999 1.952068e-01
Income_$25,000-$34,999 1.952068e-01
Income_$35,000-$49,999 1.952068e-01
Income_$50,000-$74,999 1.952068e-01
Income_$75,000 or more 1.952068e-01
Sex_Female -1.485495e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -1.485495e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol -1.807480e-17 9.263335e-17
CholCheck 4.778875e-16 -1.166962e-16
Smoker 1.003967e-16 -9.659587e-17
Stroke 1.201788e-15 3.526414e-17
HeartDiseaseorAttack -6.318332e-17 -6.655591e-17
PhysActivity -1.300897e-18 -6.653814e-17
Fruits 5.307468e-17 2.787657e-17
Veggies 1.986015e-16 -2.158079e-16
HvyAlcoholConsump 8.170474e-17 -8.142561e-17
AnyHealthcare -1.570956e-16 -6.962859e-16
NoDocbcCost -1.914877e-17 -4.332220e-16
DiffWalk -1.416820e-16 -5.780083e-17
BMI_Underweight 2.488378e-01 -7.335154e-02
BMI_Healthy weight -2.138371e-01 -3.011684e-01
BMI_Overweight 4.829057e-01 4.953729e-01
BMI_Class 1 Obesity -1.199862e-01 2.679395e-01
BMI_Class 2 Obesity -7.462441e-02 1.759135e-01
BMI_Class 3 Obesity -3.219430e-01 -3.117729e-01
GenHlth_Excellent 4.538754e-02 9.724261e-02
GenHlth_Very good 4.538754e-02 9.724261e-02
GenHlth_Good 4.538754e-02 9.724261e-02
GenHlth_Fair 4.538754e-02 9.724261e-02
GenHlth_Poor 4.538754e-02 9.724261e-02
MentHlth_0 1.099695e-01 -1.893715e-01
MentHlth_1-5 1.099695e-01 -1.893715e-01
MentHlth_6-10 1.099695e-01 -1.893715e-01
MentHlth_11-15 1.099695e-01 -1.893715e-01
MentHlth_16-20 1.099695e-01 -1.893715e-01
MentHlth_21-25 1.099695e-01 -1.893715e-01
MentHlth_26-30 1.099695e-01 -1.893715e-01
PhysHlth_0 2.378115e-02 4.615882e-03
PhysHlth_1-5 2.378115e-02 4.615882e-03
PhysHlth_6-10 2.378115e-02 4.615882e-03
PhysHlth_11-15 2.378115e-02 4.615882e-03
PhysHlth_16-20 2.378115e-02 4.615882e-03
PhysHlth_21-25 2.378115e-02 4.615882e-03
PhysHlth_26-30 2.378115e-02 4.615882e-03
Education_Never attended school or only kinderg... 5.277121e-02 -4.689772e-02
Education_Elementary 5.277121e-02 -4.689772e-02
Education_Some high school 5.277121e-02 -4.689772e-02
Education_High school graduate 5.277121e-02 -4.689772e-02
Education_Some college or technical school 5.277121e-02 -4.689772e-02
Education_College graduate 5.277121e-02 -4.689772e-02
Income_Less than $10,000 1.849563e-01 -4.303260e-02
Income_$10,000-$14,999 1.849563e-01 -4.303260e-02
Income_$15,000-$19,999 1.849563e-01 -4.303260e-02
Income_$20,000-$24,999 1.849563e-01 -4.303260e-02
Income_$25,000-$34,999 1.849563e-01 -4.303260e-02
Income_$35,000-$49,999 1.849563e-01 -4.303260e-02
Income_$50,000-$74,999 1.849563e-01 -4.303260e-02
Income_$75,000 or more 1.849563e-01 -4.303260e-02
Sex_Female 2.704177e-01 -2.570133e-01
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 2.704177e-01 -2.570133e-01
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_14:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.269368 -0.023848 -0.885981 0.814627 0.519855 0.195885 0.002487
1 0.549076 -0.412368 -0.862120 0.790367 0.080693 -0.642827 -0.804170
2 -1.020327 0.626446 -0.335922 0.402807 -0.624451 -0.480831 0.073692
3 0.490596 -0.127113 0.964759 0.022986 -0.089487 -0.364383 -0.212571
4 -0.681955 -0.894496 0.302050 -0.483621 -0.834433 0.686077 -0.264273
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.234535 0.990474 -0.560987 ... 0.0 0.0 0.0 0.0 -1.110223e-16
1 -0.285430 0.013580 -0.074963 ... 0.0 0.0 0.0 0.0 -2.220446e-16
2 -0.043301 -0.781242 -0.484535 ... 0.0 0.0 0.0 0.0 1.110223e-16
3 0.269703 0.295479 0.466784 ... 0.0 0.0 0.0 0.0 -5.551115e-17
4 -0.231193 0.071594 0.441417 ... 0.0 0.0 0.0 0.0 2.220446e-16
PC54 PC55 PC56 PC57 PC58
0 1.665335e-16 -1.665335e-16 2.775558e-17 0.000000e+00 2.220446e-16
1 1.665335e-16 1.387779e-16 8.326673e-17 -2.220446e-16 3.330669e-16
2 1.665335e-16 -1.137979e-15 -1.942890e-16 -2.220446e-16 3.330669e-16
3 1.665335e-16 2.775558e-17 1.942890e-16 0.000000e+00 3.330669e-16
4 -4.996004e-16 1.942890e-16 3.053113e-16 -4.440892e-16 5.551115e-16
[5 rows x 58 columns]
For Subset_14, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_15:
[1.39688774e-01 9.36454793e-02 7.84995501e-02 5.99707209e-02
5.88579987e-02 5.29984673e-02 5.04982383e-02 4.42806131e-02
4.01067404e-02 3.94687598e-02 3.14944698e-02 2.94724993e-02
2.79781950e-02 2.55117460e-02 2.29662084e-02 2.15045126e-02
1.78138652e-02 1.50779406e-02 1.45056364e-02 1.36495146e-02
1.30913408e-02 1.14475696e-02 1.11285664e-02 1.02503934e-02
9.43195295e-03 8.92135529e-03 8.20158709e-03 7.00258233e-03
6.41833785e-03 6.20590829e-03 5.83897730e-03 4.47885794e-03
4.12544691e-03 3.54342325e-03 3.28378157e-03 2.89013845e-03
1.84755058e-03 1.43574363e-03 1.29557204e-03 9.26948876e-04
2.44035955e-04 1.37671255e-17 1.09431867e-17 5.28442555e-18
2.51298021e-18 1.54325063e-18 3.30387970e-20 1.16958617e-33
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_15:
[0.13968877 0.23333425 0.3118338 0.37180452 0.43066252 0.48366099
0.53415923 0.57843984 0.61854658 0.65801534 0.68950981 0.71898231
0.74696051 0.77247225 0.79543846 0.81694297 0.83475684 0.84983478
0.86434041 0.87798993 0.89108127 0.90252884 0.91365741 0.9239078
0.93333975 0.94226111 0.9504627 0.95746528 0.96388362 0.97008952
0.9759285 0.98040736 0.98453281 0.98807623 0.99136001 0.99425015
0.9960977 0.99753344 0.99882902 0.99975596 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_15:
PC1 \
HighBP -1.076417e-01
HighChol -4.912187e-02
CholCheck 3.534668e-02
Smoker -3.477516e-01
Stroke -1.092213e-02
HeartDiseaseorAttack -2.535662e-02
PhysActivity 1.562237e-01
Fruits 1.778354e-01
Veggies 1.106918e-01
HvyAlcoholConsump -5.836133e-02
AnyHealthcare 9.755040e-02
NoDocbcCost -1.166516e-01
DiffWalk -8.295928e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -2.031810e-17
BMI_Overweight 1.292470e-26
BMI_Class 1 Obesity -3.231174e-27
BMI_Class 2 Obesity -2.019484e-28
BMI_Class 3 Obesity -5.048710e-29
GenHlth_Excellent 2.671274e-01
GenHlth_Very good 3.155223e-02
GenHlth_Good -1.807012e-01
GenHlth_Fair -8.051413e-02
GenHlth_Poor -3.746435e-02
MentHlth_0 1.994034e-01
MentHlth_1-5 -6.368221e-02
MentHlth_6-10 -2.728062e-02
MentHlth_11-15 -2.603358e-02
MentHlth_16-20 -1.205267e-02
MentHlth_21-25 -5.073854e-03
MentHlth_26-30 -6.528045e-02
PhysHlth_0 1.818832e-01
PhysHlth_1-5 -7.082707e-02
PhysHlth_6-10 -1.874892e-02
PhysHlth_11-15 -1.776373e-02
PhysHlth_16-20 -9.588021e-03
PhysHlth_21-25 -4.448229e-03
PhysHlth_26-30 -6.050722e-02
Education_Never attended school or only kinderg... -9.546302e-04
Education_Elementary -1.422506e-02
Education_Some high school -3.460387e-02
Education_High school graduate -2.323063e-01
Education_Some college or technical school -2.015425e-01
Education_College graduate 4.836324e-01
Income_Less than $10,000 -4.050495e-02
Income_$10,000-$14,999 -3.816375e-02
Income_$15,000-$19,999 -5.350444e-02
Income_$20,000-$24,999 -6.003166e-02
Income_$25,000-$34,999 -6.115717e-02
Income_$35,000-$49,999 -9.868114e-02
Income_$50,000-$74,999 -8.984015e-02
Income_$75,000 or more 4.418833e-01
Sex_Female 0.000000e+00
Sex_Male -2.031810e-17
Age_18-29 0.000000e+00
Age_30-49 -2.031810e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -2.938210e-02
HighChol -9.644104e-02
CholCheck -2.205584e-02
Smoker 3.031892e-02
Stroke 1.113653e-03
HeartDiseaseorAttack -2.515007e-03
PhysActivity -4.682167e-02
Fruits 1.184299e-02
Veggies -2.230773e-02
HvyAlcoholConsump 4.914420e-03
AnyHealthcare -5.376090e-02
NoDocbcCost -1.592370e-02
DiffWalk -1.700297e-02
BMI_Underweight -6.776264e-21
BMI_Healthy weight -9.013239e-19
BMI_Overweight 8.470329e-22
BMI_Class 1 Obesity 1.058791e-22
BMI_Class 2 Obesity -2.646978e-23
BMI_Class 3 Obesity 6.617445e-24
GenHlth_Excellent 3.427547e-01
GenHlth_Very good -3.330927e-01
GenHlth_Good 2.030473e-02
GenHlth_Fair -1.605639e-02
GenHlth_Poor -1.391032e-02
MentHlth_0 4.382645e-01
MentHlth_1-5 -3.429576e-01
MentHlth_6-10 -4.049421e-02
MentHlth_11-15 -1.342433e-02
MentHlth_16-20 -1.075321e-02
MentHlth_21-25 -5.366955e-03
MentHlth_26-30 -2.526815e-02
PhysHlth_0 4.178032e-01
PhysHlth_1-5 -3.459583e-01
PhysHlth_6-10 -3.300998e-02
PhysHlth_11-15 -1.175564e-02
PhysHlth_16-20 -2.303503e-03
PhysHlth_21-25 -2.066620e-03
PhysHlth_26-30 -2.270924e-02
Education_Never attended school or only kinderg... 7.403219e-04
Education_Elementary 5.605733e-03
Education_Some high school 1.631090e-02
Education_High school graduate 1.259990e-01
Education_Some college or technical school 1.179631e-01
Education_College graduate -2.666191e-01
Income_Less than $10,000 2.338775e-03
Income_$10,000-$14,999 1.069795e-02
Income_$15,000-$19,999 2.075970e-02
Income_$20,000-$24,999 2.576352e-02
Income_$25,000-$34,999 2.951611e-02
Income_$35,000-$49,999 5.829922e-02
Income_$50,000-$74,999 4.255068e-02
Income_$75,000 or more -1.899260e-01
Sex_Female -0.000000e+00
Sex_Male -9.031601e-19
Age_18-29 -0.000000e+00
Age_30-49 -9.031601e-19
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -1.847124e-02
HighChol -3.192090e-02
CholCheck -1.942384e-02
Smoker 4.104311e-02
Stroke -3.674389e-03
HeartDiseaseorAttack -7.671190e-03
PhysActivity 9.507100e-04
Fruits -7.285531e-03
Veggies -1.169986e-02
HvyAlcoholConsump 3.378443e-03
AnyHealthcare 8.572464e-03
NoDocbcCost -4.010333e-02
DiffWalk -4.410442e-02
BMI_Underweight -4.336809e-19
BMI_Healthy weight 2.636499e-18
BMI_Overweight 2.710505e-20
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -4.652485e-01
GenHlth_Very good 7.144717e-01
GenHlth_Good -1.711577e-01
GenHlth_Fair -5.124245e-02
GenHlth_Poor -2.682302e-02
MentHlth_0 2.592756e-01
MentHlth_1-5 -1.602165e-01
MentHlth_6-10 -2.977329e-02
MentHlth_11-15 -1.620157e-02
MentHlth_16-20 -1.028104e-02
MentHlth_21-25 -2.708746e-03
MentHlth_26-30 -4.009447e-02
PhysHlth_0 2.779469e-01
PhysHlth_1-5 -1.963453e-01
PhysHlth_6-10 -1.990749e-02
PhysHlth_11-15 -1.319500e-02
PhysHlth_16-20 -6.587398e-03
PhysHlth_21-25 -3.085887e-03
PhysHlth_26-30 -3.882587e-02
Education_Never attended school or only kinderg... -1.322580e-04
Education_Elementary -5.778919e-03
Education_Some high school -3.588347e-03
Education_High school graduate 6.692195e-03
Education_Some college or technical school 9.661863e-02
Education_College graduate -9.381130e-02
Income_Less than $10,000 -1.415351e-02
Income_$10,000-$14,999 -1.268420e-02
Income_$15,000-$19,999 -1.277175e-02
Income_$20,000-$24,999 -7.265929e-03
Income_$25,000-$34,999 7.013361e-03
Income_$35,000-$49,999 1.330628e-02
Income_$50,000-$74,999 1.702395e-02
Income_$75,000 or more 9.531785e-03
Sex_Female 0.000000e+00
Sex_Male 2.851579e-18
Age_18-29 0.000000e+00
Age_30-49 2.851579e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -3.787888e-02
HighChol -3.354192e-02
CholCheck 1.678282e-02
Smoker 3.547490e-02
Stroke 2.936297e-03
HeartDiseaseorAttack 3.611998e-04
PhysActivity 7.933691e-02
Fruits 5.962106e-01
Veggies 2.656203e-01
HvyAlcoholConsump -1.924560e-02
AnyHealthcare -1.556586e-02
NoDocbcCost 1.574010e-02
DiffWalk 1.227122e-02
BMI_Underweight -2.220446e-16
BMI_Healthy weight -1.740727e-16
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -6.938894e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.318670e-02
GenHlth_Very good 3.381879e-02
GenHlth_Good -4.106948e-02
GenHlth_Fair 1.142243e-02
GenHlth_Poor 9.014963e-03
MentHlth_0 3.329026e-01
MentHlth_1-5 -2.952316e-01
MentHlth_6-10 -1.889377e-02
MentHlth_11-15 -1.284620e-02
MentHlth_16-20 -5.242445e-03
MentHlth_21-25 2.090790e-03
MentHlth_26-30 -2.779322e-03
PhysHlth_0 -4.124274e-01
PhysHlth_1-5 3.542956e-01
PhysHlth_6-10 1.690751e-02
PhysHlth_11-15 1.170215e-02
PhysHlth_16-20 1.439367e-03
PhysHlth_21-25 3.311833e-03
PhysHlth_26-30 2.477095e-02
Education_Never attended school or only kinderg... 9.938262e-04
Education_Elementary 2.164116e-03
Education_Some high school -6.525442e-03
Education_High school graduate -6.565200e-02
Education_Some college or technical school 1.386244e-01
Education_College graduate -6.960493e-02
Income_Less than $10,000 -6.498804e-03
Income_$10,000-$14,999 -1.158349e-03
Income_$15,000-$19,999 5.662527e-03
Income_$20,000-$24,999 -1.088820e-03
Income_$25,000-$34,999 9.903252e-03
Income_$35,000-$49,999 3.545682e-02
Income_$50,000-$74,999 1.080598e-01
Income_$75,000 or more -1.503364e-01
Sex_Female -0.000000e+00
Sex_Male -1.839885e-16
Age_18-29 -0.000000e+00
Age_30-49 -1.839885e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP -8.762863e-02
HighChol -1.318579e-01
CholCheck -2.366715e-02
Smoker 1.000754e-01
Stroke -2.739724e-03
HeartDiseaseorAttack -6.945419e-03
PhysActivity 1.332499e-01
Fruits 5.028520e-01
Veggies 2.424993e-01
HvyAlcoholConsump 4.751647e-03
AnyHealthcare -3.183736e-02
NoDocbcCost -3.666463e-03
DiffWalk -2.852977e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -1.805716e-16
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.359112e-01
GenHlth_Very good 6.044516e-02
GenHlth_Good -1.593531e-01
GenHlth_Fair -2.520637e-02
GenHlth_Poor -1.179682e-02
MentHlth_0 -4.276694e-01
MentHlth_1-5 3.954512e-01
MentHlth_6-10 5.507370e-03
MentHlth_11-15 9.298145e-03
MentHlth_16-20 -2.068482e-03
MentHlth_21-25 1.045323e-03
MentHlth_26-30 1.843575e-02
PhysHlth_0 2.982905e-01
PhysHlth_1-5 -2.428255e-01
PhysHlth_6-10 -2.267932e-02
PhysHlth_11-15 -6.337543e-03
PhysHlth_16-20 -2.573365e-03
PhysHlth_21-25 -2.705192e-03
PhysHlth_26-30 -2.116959e-02
Education_Never attended school or only kinderg... -1.893129e-04
Education_Elementary 2.525825e-03
Education_Some high school -1.156466e-02
Education_High school graduate -8.443699e-02
Education_Some college or technical school 1.927430e-01
Education_College graduate -9.907787e-02
Income_Less than $10,000 -1.226882e-02
Income_$10,000-$14,999 -1.022832e-03
Income_$15,000-$19,999 -1.576801e-02
Income_$20,000-$24,999 -2.348934e-03
Income_$25,000-$34,999 5.865924e-04
Income_$35,000-$49,999 5.095987e-02
Income_$50,000-$74,999 1.288205e-01
Income_$75,000 or more -1.489584e-01
Sex_Female 0.000000e+00
Sex_Male -1.536645e-16
Age_18-29 0.000000e+00
Age_30-49 -1.536645e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP -1.548799e-01
HighChol -2.389205e-01
CholCheck -1.662335e-02
Smoker -1.425018e-01
Stroke -1.337559e-02
HeartDiseaseorAttack -1.924086e-02
PhysActivity 5.298624e-02
Fruits -3.159819e-01
Veggies -1.479178e-01
HvyAlcoholConsump -2.342443e-02
AnyHealthcare 3.868084e-02
NoDocbcCost -4.956550e-02
DiffWalk -2.928890e-02
BMI_Underweight -1.387779e-17
BMI_Healthy weight 1.381899e-16
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 1.040834e-17
GenHlth_Excellent 3.067652e-01
GenHlth_Very good 1.136289e-01
GenHlth_Good -3.920733e-01
GenHlth_Fair -1.863493e-02
GenHlth_Poor -9.685794e-03
MentHlth_0 -1.312362e-02
MentHlth_1-5 5.781263e-02
MentHlth_6-10 -1.212126e-02
MentHlth_11-15 -4.660659e-03
MentHlth_16-20 -2.752425e-03
MentHlth_21-25 -1.729115e-03
MentHlth_26-30 -2.342556e-02
PhysHlth_0 -1.748959e-01
PhysHlth_1-5 2.045672e-01
PhysHlth_6-10 -2.853092e-04
PhysHlth_11-15 -5.880799e-03
PhysHlth_16-20 -1.797525e-03
PhysHlth_21-25 -3.100698e-03
PhysHlth_26-30 -1.860701e-02
Education_Never attended school or only kinderg... -4.554858e-04
Education_Elementary -1.498465e-02
Education_Some high school -2.366380e-02
Education_High school graduate -1.772039e-01
Education_Some college or technical school 5.248653e-01
Education_College graduate -3.085575e-01
Income_Less than $10,000 -1.174447e-02
Income_$10,000-$14,999 -3.006349e-03
Income_$15,000-$19,999 -2.605964e-02
Income_$20,000-$24,999 -2.564446e-02
Income_$25,000-$34,999 -2.136352e-02
Income_$35,000-$49,999 -1.639709e-02
Income_$50,000-$74,999 -4.571200e-02
Income_$75,000 or more 1.499275e-01
Sex_Female -0.000000e+00
Sex_Male 1.258589e-16
Age_18-29 -0.000000e+00
Age_30-49 1.258589e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP 7.262664e-02
HighChol 9.542741e-02
CholCheck 2.324088e-02
Smoker 4.681426e-01
Stroke 7.255279e-03
HeartDiseaseorAttack 1.103517e-02
PhysActivity -2.909479e-03
Fruits 1.737068e-01
Veggies 9.244905e-02
HvyAlcoholConsump 4.164556e-02
AnyHealthcare 1.056965e-02
NoDocbcCost -5.565872e-04
DiffWalk 2.983184e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -8.673725e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -4.221254e-02
GenHlth_Very good -8.851183e-02
GenHlth_Good 1.026238e-01
GenHlth_Fair 1.371970e-02
GenHlth_Poor 1.438082e-02
MentHlth_0 -7.476502e-03
MentHlth_1-5 -4.424588e-02
MentHlth_6-10 9.291008e-03
MentHlth_11-15 6.776765e-03
MentHlth_16-20 7.192131e-03
MentHlth_21-25 2.158995e-03
MentHlth_26-30 2.630349e-02
PhysHlth_0 2.130100e-02
PhysHlth_1-5 -5.206265e-02
PhysHlth_6-10 -5.996397e-03
PhysHlth_11-15 8.412391e-03
PhysHlth_16-20 3.968853e-03
PhysHlth_21-25 2.283672e-03
PhysHlth_26-30 2.209312e-02
Education_Never attended school or only kinderg... -1.669046e-04
Education_Elementary 2.172529e-03
Education_Some high school 8.746792e-03
Education_High school graduate 6.851628e-02
Education_Some college or technical school 1.505545e-01
Education_College graduate -2.298232e-01
Income_Less than $10,000 4.763773e-04
Income_$10,000-$14,999 2.082762e-03
Income_$15,000-$19,999 1.754396e-03
Income_$20,000-$24,999 -2.720877e-03
Income_$25,000-$34,999 -2.299366e-02
Income_$35,000-$49,999 -1.060487e-01
Income_$50,000-$74,999 -4.825769e-01
Income_$75,000 or more 6.100266e-01
Sex_Female -0.000000e+00
Sex_Male -7.144957e-17
Age_18-29 -0.000000e+00
Age_30-49 -7.144957e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -9.608719e-02
HighChol -1.765824e-01
CholCheck -6.704338e-02
Smoker 4.911368e-01
Stroke -4.368865e-03
HeartDiseaseorAttack 2.998429e-03
PhysActivity 5.836196e-02
Fruits -1.202410e-01
Veggies 8.316189e-02
HvyAlcoholConsump 4.608839e-02
AnyHealthcare -1.362820e-02
NoDocbcCost 7.099021e-03
DiffWalk 3.106229e-03
BMI_Underweight 1.110223e-16
BMI_Healthy weight 5.171388e-17
BMI_Overweight 4.163336e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent 2.763143e-01
GenHlth_Very good 1.427974e-01
GenHlth_Good -4.814460e-01
GenHlth_Fair 4.763745e-02
GenHlth_Poor 1.469683e-02
MentHlth_0 1.028882e-02
MentHlth_1-5 -3.117347e-02
MentHlth_6-10 -7.884890e-03
MentHlth_11-15 8.474493e-03
MentHlth_16-20 -3.748820e-03
MentHlth_21-25 1.822987e-03
MentHlth_26-30 2.222088e-02
PhysHlth_0 -9.087984e-02
PhysHlth_1-5 7.251886e-02
PhysHlth_6-10 -2.512400e-03
PhysHlth_11-15 9.780812e-04
PhysHlth_16-20 2.285777e-03
PhysHlth_21-25 3.166332e-03
PhysHlth_26-30 1.444320e-02
Education_Never attended school or only kinderg... 4.601465e-04
Education_Elementary -4.933641e-03
Education_Some high school -2.781135e-03
Education_High school graduate 3.620485e-01
Education_Some college or technical school -4.403892e-01
Education_College graduate 8.559535e-02
Income_Less than $10,000 7.624951e-03
Income_$10,000-$14,999 -6.166105e-03
Income_$15,000-$19,999 8.351713e-03
Income_$20,000-$24,999 2.083710e-02
Income_$25,000-$34,999 -1.116676e-02
Income_$35,000-$49,999 -3.196081e-02
Income_$50,000-$74,999 6.103383e-02
Income_$75,000 or more -4.855392e-02
Sex_Female -0.000000e+00
Sex_Male 6.126667e-17
Age_18-29 -0.000000e+00
Age_30-49 6.126667e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 3.341244e-01
HighChol 7.126695e-01
CholCheck 8.364206e-02
Smoker -1.941765e-01
Stroke 1.609237e-02
HeartDiseaseorAttack 4.927871e-02
PhysActivity -1.071871e-01
Fruits 9.462578e-02
Veggies -2.935623e-02
HvyAlcoholConsump -1.221878e-02
AnyHealthcare 2.290951e-02
NoDocbcCost 6.297485e-02
DiffWalk 1.021352e-01
BMI_Underweight 1.772671e-17
BMI_Healthy weight -1.250458e-16
BMI_Overweight 6.938894e-18
BMI_Class 1 Obesity 3.122502e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 1.775569e-01
GenHlth_Very good 7.205375e-02
GenHlth_Good -4.358438e-01
GenHlth_Fair 1.173044e-01
GenHlth_Poor 6.892875e-02
MentHlth_0 -4.594093e-02
MentHlth_1-5 -4.221401e-02
MentHlth_6-10 5.716013e-04
MentHlth_11-15 9.054649e-03
MentHlth_16-20 2.323077e-03
MentHlth_21-25 6.052485e-03
MentHlth_26-30 7.015313e-02
PhysHlth_0 -3.139490e-02
PhysHlth_1-5 -1.141142e-01
PhysHlth_6-10 3.084234e-02
PhysHlth_11-15 1.275539e-02
PhysHlth_16-20 9.933762e-03
PhysHlth_21-25 8.211257e-03
PhysHlth_26-30 8.376630e-02
Education_Never attended school or only kinderg... 1.387703e-04
Education_Elementary 1.133511e-02
Education_Some high school 1.176001e-02
Education_High school graduate 5.843265e-02
Education_Some college or technical school 1.989239e-02
Education_College graduate -1.015589e-01
Income_Less than $10,000 2.670495e-02
Income_$10,000-$14,999 2.709631e-02
Income_$15,000-$19,999 3.659733e-02
Income_$20,000-$24,999 5.390728e-03
Income_$25,000-$34,999 -1.364638e-03
Income_$35,000-$49,999 -2.612399e-02
Income_$50,000-$74,999 -2.953027e-02
Income_$75,000 or more -3.877042e-02
Sex_Female -0.000000e+00
Sex_Male -8.353508e-17
Age_18-29 -0.000000e+00
Age_30-49 -8.353508e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -1.211218e-01 ... 0.0
HighChol -2.042029e-01 ... 0.0
CholCheck -2.625054e-02 ... 0.0
Smoker -5.376955e-01 ... 0.0
Stroke -1.087501e-02 ... 0.0
HeartDiseaseorAttack -1.002164e-02 ... 0.0
PhysActivity -8.664844e-02 ... 0.0
Fruits 2.121589e-01 ... 0.0
Veggies -4.766216e-02 ... 0.0
HvyAlcoholConsump -6.666725e-02 ... 0.0
AnyHealthcare -2.570968e-02 ... 0.0
NoDocbcCost -1.677457e-02 ... 0.0
DiffWalk -1.185300e-02 ... 0.0
BMI_Underweight -2.775558e-17 ... 0.0
BMI_Healthy weight -1.254518e-16 ... 0.0
BMI_Overweight -5.551115e-17 ... 0.0
BMI_Class 1 Obesity 8.326673e-17 ... 0.0
BMI_Class 2 Obesity 5.551115e-17 ... 0.0
BMI_Class 3 Obesity 1.665335e-16 ... 0.0
GenHlth_Excellent -4.927840e-02 ... 0.0
GenHlth_Very good 4.646577e-02 ... 0.0
GenHlth_Good 1.479602e-03 ... 0.0
GenHlth_Fair 6.617841e-03 ... 0.0
GenHlth_Poor -5.284814e-03 ... 0.0
MentHlth_0 -6.527199e-02 ... 0.0
MentHlth_1-5 9.309484e-02 ... 0.0
MentHlth_6-10 -7.614178e-04 ... 0.0
MentHlth_11-15 -1.051748e-02 ... 0.0
MentHlth_16-20 -1.256246e-04 ... 0.0
MentHlth_21-25 -5.207743e-03 ... 0.0
MentHlth_26-30 -1.121059e-02 ... 0.0
PhysHlth_0 -4.534998e-02 ... 0.0
PhysHlth_1-5 4.165774e-02 ... 0.0
PhysHlth_6-10 5.347489e-03 ... 0.0
PhysHlth_11-15 4.355600e-03 ... 0.0
PhysHlth_16-20 1.533080e-03 ... 0.0
PhysHlth_21-25 3.409511e-03 ... 0.0
PhysHlth_26-30 -1.095344e-02 ... 0.0
Education_Never attended school or only kinderg... 2.910163e-04 ... 0.0
Education_Elementary -2.441169e-03 ... 0.0
Education_Some high school -1.644601e-02 ... 0.0
Education_High school graduate 5.716492e-01 ... 0.0
Education_Some college or technical school -2.248305e-01 ... 0.0
Education_College graduate -3.282225e-01 ... 0.0
Income_Less than $10,000 1.288778e-02 ... 0.0
Income_$10,000-$14,999 1.150025e-02 ... 0.0
Income_$15,000-$19,999 3.759594e-02 ... 0.0
Income_$20,000-$24,999 3.811361e-02 ... 0.0
Income_$25,000-$34,999 2.340152e-02 ... 0.0
Income_$35,000-$49,999 4.952638e-02 ... 0.0
Income_$50,000-$74,999 -2.667766e-01 ... 0.0
Income_$75,000 or more 9.375110e-02 ... 0.0
Sex_Female -0.000000e+00 ... 0.0
Sex_Male -8.665857e-17 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -8.665857e-17 ... 0.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -0.000000e+00 ... 1.0
PC50 PC51 PC52 \
HighBP 0.0 -0.0 0.000000e+00
HighChol 0.0 -0.0 2.666126e-29
CholCheck 0.0 -0.0 -1.091917e-25
Smoker 0.0 -0.0 -3.210601e-26
Stroke 0.0 -0.0 7.233327e-25
HeartDiseaseorAttack 0.0 -0.0 7.975007e-26
PhysActivity 0.0 -0.0 -1.019551e-26
Fruits 0.0 -0.0 -1.952037e-27
Veggies 0.0 -0.0 1.842759e-26
HvyAlcoholConsump 0.0 -0.0 9.556252e-27
AnyHealthcare 0.0 -0.0 7.652670e-26
NoDocbcCost 0.0 -0.0 1.235611e-25
DiffWalk 0.0 -0.0 3.772474e-26
BMI_Underweight 0.0 -0.0 9.310922e-11
BMI_Healthy weight 0.0 -0.0 1.929215e-12
BMI_Overweight 0.0 -0.0 3.220371e-11
BMI_Class 1 Obesity 0.0 -0.0 -1.873262e-10
BMI_Class 2 Obesity 0.0 -0.0 -1.523680e-12
BMI_Class 3 Obesity 0.0 -0.0 1.253567e-10
GenHlth_Excellent 0.0 -0.0 -6.103170e-11
GenHlth_Very good 0.0 -0.0 -6.103170e-11
GenHlth_Good 0.0 -0.0 -6.103170e-11
GenHlth_Fair 0.0 -0.0 -6.103170e-11
GenHlth_Poor 0.0 -0.0 -6.103170e-11
MentHlth_0 0.0 -0.0 -7.343216e-14
MentHlth_1-5 0.0 -0.0 -7.343216e-14
MentHlth_6-10 0.0 -0.0 -7.343216e-14
MentHlth_11-15 0.0 -0.0 -7.343216e-14
MentHlth_16-20 0.0 -0.0 -7.343216e-14
MentHlth_21-25 0.0 -0.0 -7.343216e-14
MentHlth_26-30 0.0 -0.0 -7.343216e-14
PhysHlth_0 0.0 -0.0 3.779397e-11
PhysHlth_1-5 0.0 -0.0 3.779397e-11
PhysHlth_6-10 0.0 -0.0 3.779397e-11
PhysHlth_11-15 0.0 -0.0 3.779397e-11
PhysHlth_16-20 0.0 -0.0 3.779397e-11
PhysHlth_21-25 0.0 -0.0 3.779397e-11
PhysHlth_26-30 0.0 -0.0 3.779397e-11
Education_Never attended school or only kinderg... 0.0 -0.0 -3.606561e-11
Education_Elementary 0.0 -0.0 -3.606561e-11
Education_Some high school 0.0 -0.0 -3.606561e-11
Education_High school graduate 0.0 -0.0 -3.606561e-11
Education_Some college or technical school 0.0 -0.0 -3.606561e-11
Education_College graduate 0.0 -0.0 -3.606561e-11
Income_Less than $10,000 0.0 -0.0 2.182989e-11
Income_$10,000-$14,999 0.0 -0.0 2.182989e-11
Income_$15,000-$19,999 0.0 -0.0 2.182989e-11
Income_$20,000-$24,999 0.0 -0.0 2.182989e-11
Income_$25,000-$34,999 0.0 -0.0 2.182989e-11
Income_$35,000-$49,999 0.0 -0.0 2.182989e-11
Income_$50,000-$74,999 0.0 -0.0 2.182989e-11
Income_$75,000 or more 0.0 -0.0 2.182989e-11
Sex_Female 0.0 -0.0 9.903343e-01
Sex_Male 0.0 -0.0 9.807657e-02
Age_18-29 0.0 1.0 0.000000e+00
Age_30-49 0.0 -0.0 -9.807657e-02
Age_50-64 1.0 -0.0 0.000000e+00
Age_65+ 0.0 -0.0 0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol 4.223275e-17
CholCheck 4.086995e-16
Smoker 8.282401e-17
Stroke -1.084313e-15
HeartDiseaseorAttack 4.363396e-17
PhysActivity 8.087398e-17
Fruits 5.407899e-18
Veggies -5.580627e-17
HvyAlcoholConsump -1.009324e-16
AnyHealthcare -5.071877e-16
NoDocbcCost -5.042626e-16
DiffWalk -4.394505e-16
BMI_Underweight 8.576281e-03
BMI_Healthy weight -1.932785e-01
BMI_Overweight 8.315946e-02
BMI_Class 1 Obesity 5.414665e-01
BMI_Class 2 Obesity -2.715940e-01
BMI_Class 3 Obesity -3.357581e-01
GenHlth_Excellent 1.467469e-01
GenHlth_Very good 1.467469e-01
GenHlth_Good 1.467469e-01
GenHlth_Fair 1.467469e-01
GenHlth_Poor 1.467469e-01
MentHlth_0 -6.163389e-02
MentHlth_1-5 -6.163389e-02
MentHlth_6-10 -6.163389e-02
MentHlth_11-15 -6.163389e-02
MentHlth_16-20 -6.163389e-02
MentHlth_21-25 -6.163389e-02
MentHlth_26-30 -6.163389e-02
PhysHlth_0 1.503544e-01
PhysHlth_1-5 1.503544e-01
PhysHlth_6-10 1.503544e-01
PhysHlth_11-15 1.503544e-01
PhysHlth_16-20 1.503544e-01
PhysHlth_21-25 1.503544e-01
PhysHlth_26-30 1.503544e-01
Education_Never attended school or only kinderg... 1.147641e-01
Education_Elementary 1.147641e-01
Education_Some high school 1.147641e-01
Education_High school graduate 1.147641e-01
Education_Some college or technical school 1.147641e-01
Education_College graduate 1.147641e-01
Income_Less than $10,000 -1.133399e-01
Income_$10,000-$14,999 -1.133399e-01
Income_$15,000-$19,999 -1.133399e-01
Income_$20,000-$24,999 -1.133399e-01
Income_$25,000-$34,999 -1.133399e-01
Income_$35,000-$49,999 -1.133399e-01
Income_$50,000-$74,999 -1.133399e-01
Income_$75,000 or more -1.133399e-01
Sex_Female -1.110223e-16
Sex_Male -2.889417e-02
Age_18-29 -0.000000e+00
Age_30-49 -2.889417e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol -1.289627e-17
CholCheck -3.365481e-16
Smoker -1.123004e-16
Stroke -1.970978e-15
HeartDiseaseorAttack 3.650658e-17
PhysActivity -4.765068e-17
Fruits -5.362728e-17
Veggies 8.105808e-17
HvyAlcoholConsump 2.411876e-16
AnyHealthcare 1.590719e-16
NoDocbcCost -2.238510e-17
DiffWalk -3.040325e-16
BMI_Underweight -1.805063e-01
BMI_Healthy weight -1.163647e-01
BMI_Overweight 4.060002e-02
BMI_Class 1 Obesity -2.953814e-02
BMI_Class 2 Obesity 2.552060e-01
BMI_Class 3 Obesity -7.558430e-04
GenHlth_Excellent 5.695027e-02
GenHlth_Very good 5.695027e-02
GenHlth_Good 5.695027e-02
GenHlth_Fair 5.695027e-02
GenHlth_Poor 5.695027e-02
MentHlth_0 4.482029e-02
MentHlth_1-5 4.482029e-02
MentHlth_6-10 4.482029e-02
MentHlth_11-15 4.482029e-02
MentHlth_16-20 4.482029e-02
MentHlth_21-25 4.482029e-02
MentHlth_26-30 4.482029e-02
PhysHlth_0 -2.320998e-01
PhysHlth_1-5 -2.320998e-01
PhysHlth_6-10 -2.320998e-01
PhysHlth_11-15 -2.320998e-01
PhysHlth_16-20 -2.320998e-01
PhysHlth_21-25 -2.320998e-01
PhysHlth_26-30 -2.320998e-01
Education_Never attended school or only kinderg... 1.165573e-01
Education_Elementary 1.165573e-01
Education_Some high school 1.165573e-01
Education_High school graduate 1.165573e-01
Education_Some college or technical school 1.165573e-01
Education_College graduate 1.165573e-01
Income_Less than $10,000 -2.228525e-01
Income_$10,000-$14,999 -2.228525e-01
Income_$15,000-$19,999 -2.228525e-01
Income_$20,000-$24,999 -2.228525e-01
Income_$25,000-$34,999 -2.228525e-01
Income_$35,000-$49,999 -2.228525e-01
Income_$50,000-$74,999 -2.228525e-01
Income_$75,000 or more -2.228525e-01
Sex_Female 1.110223e-16
Sex_Male -4.166295e-03
Age_18-29 0.000000e+00
Age_30-49 -4.166297e-03
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol -1.318323e-18
CholCheck 1.177251e-16
Smoker 1.668047e-16
Stroke 1.991950e-15
HeartDiseaseorAttack -3.599031e-16
PhysActivity 1.751575e-16
Fruits -2.742505e-17
Veggies -1.791072e-16
HvyAlcoholConsump -1.875934e-16
AnyHealthcare -1.977501e-16
NoDocbcCost 6.820333e-17
DiffWalk 3.280520e-16
BMI_Underweight -5.751737e-02
BMI_Healthy weight -3.192367e-01
BMI_Overweight 6.700140e-01
BMI_Class 1 Obesity 1.921817e-01
BMI_Class 2 Obesity 2.412713e-01
BMI_Class 3 Obesity 1.146105e-01
GenHlth_Excellent -1.460516e-01
GenHlth_Very good -1.460516e-01
GenHlth_Good -1.460516e-01
GenHlth_Fair -1.460516e-01
GenHlth_Poor -1.460516e-01
MentHlth_0 8.542468e-02
MentHlth_1-5 8.542468e-02
MentHlth_6-10 8.542468e-02
MentHlth_11-15 8.542468e-02
MentHlth_16-20 8.542468e-02
MentHlth_21-25 8.542468e-02
MentHlth_26-30 8.542468e-02
PhysHlth_0 2.642357e-02
PhysHlth_1-5 2.642357e-02
PhysHlth_6-10 2.642357e-02
PhysHlth_11-15 2.642357e-02
PhysHlth_16-20 2.642357e-02
PhysHlth_21-25 2.642357e-02
PhysHlth_26-30 2.642357e-02
Education_Never attended school or only kinderg... 1.243992e-01
Education_Elementary 1.243992e-01
Education_Some high school 1.243992e-01
Education_High school graduate 1.243992e-01
Education_Some college or technical school 1.243992e-01
Education_College graduate 1.243992e-01
Income_Less than $10,000 8.919760e-02
Income_$10,000-$14,999 8.919760e-02
Income_$15,000-$19,999 8.919760e-02
Income_$20,000-$24,999 8.919760e-02
Income_$25,000-$34,999 8.919760e-02
Income_$35,000-$49,999 8.919760e-02
Income_$50,000-$74,999 8.919760e-02
Income_$75,000 or more 8.919760e-02
Sex_Female -0.000000e+00
Sex_Male 9.605886e-02
Age_18-29 -0.000000e+00
Age_30-49 9.605886e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 8.559110e-17
CholCheck 9.440686e-18
Smoker 2.037423e-17
Stroke -1.306012e-15
HeartDiseaseorAttack 2.586603e-16
PhysActivity 1.226565e-16
Fruits -4.881193e-17
Veggies 8.774167e-17
HvyAlcoholConsump 1.241764e-16
AnyHealthcare 2.054540e-16
NoDocbcCost 4.425881e-17
DiffWalk -1.085468e-17
BMI_Underweight -1.730449e-01
BMI_Healthy weight -3.465298e-02
BMI_Overweight 2.889229e-02
BMI_Class 1 Obesity -2.696286e-01
BMI_Class 2 Obesity 6.504185e-01
BMI_Class 3 Obesity -5.337213e-01
GenHlth_Excellent 3.910279e-02
GenHlth_Very good 3.910279e-02
GenHlth_Good 3.910279e-02
GenHlth_Fair 3.910279e-02
GenHlth_Poor 3.910279e-02
MentHlth_0 -1.369553e-01
MentHlth_1-5 -1.369553e-01
MentHlth_6-10 -1.369553e-01
MentHlth_11-15 -1.369553e-01
MentHlth_16-20 -1.369553e-01
MentHlth_21-25 -1.369553e-01
MentHlth_26-30 -1.369553e-01
PhysHlth_0 7.701413e-02
PhysHlth_1-5 7.701413e-02
PhysHlth_6-10 7.701413e-02
PhysHlth_11-15 7.701413e-02
PhysHlth_16-20 7.701413e-02
PhysHlth_21-25 7.701413e-02
PhysHlth_26-30 7.701413e-02
Education_Never attended school or only kinderg... -1.340360e-02
Education_Elementary -1.340360e-02
Education_Some high school -1.340360e-02
Education_High school graduate -1.340360e-02
Education_Some college or technical school -1.340360e-02
Education_College graduate -1.340360e-02
Income_Less than $10,000 2.484048e-02
Income_$10,000-$14,999 2.484048e-02
Income_$15,000-$19,999 2.484048e-02
Income_$20,000-$24,999 2.484048e-02
Income_$25,000-$34,999 2.484048e-02
Income_$35,000-$49,999 2.484048e-02
Income_$50,000-$74,999 2.484048e-02
Income_$75,000 or more 2.484048e-02
Sex_Female -0.000000e+00
Sex_Male 2.171088e-02
Age_18-29 -0.000000e+00
Age_30-49 2.171088e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 0.000000e+00
HighChol 1.921555e-17 -3.250355e-17
CholCheck 2.500505e-16 -6.700437e-17
Smoker 1.153950e-16 -1.534955e-16
Stroke 7.572457e-16 6.876924e-16
HeartDiseaseorAttack -4.219227e-16 1.309419e-16
PhysActivity 1.350253e-17 5.495609e-17
Fruits 4.096977e-17 8.114803e-17
Veggies -9.988199e-17 2.583733e-17
HvyAlcoholConsump 4.976624e-17 -3.285071e-16
AnyHealthcare -4.418779e-16 -9.281943e-17
NoDocbcCost 8.521169e-17 -5.388761e-17
DiffWalk -1.238458e-16 2.814224e-16
BMI_Underweight 4.890790e-01 5.408341e-01
BMI_Healthy weight 2.336920e-01 1.612914e-01
BMI_Overweight -3.858980e-01 3.913366e-01
BMI_Class 1 Obesity 2.511637e-01 -2.091062e-01
BMI_Class 2 Obesity 4.247097e-01 -8.540898e-02
BMI_Class 3 Obesity 7.140551e-02 -4.483158e-01
GenHlth_Excellent -5.508710e-02 9.503300e-02
GenHlth_Very good -5.508710e-02 9.503300e-02
GenHlth_Good -5.508710e-02 9.503300e-02
GenHlth_Fair -5.508710e-02 9.503300e-02
GenHlth_Poor -5.508710e-02 9.503300e-02
MentHlth_0 5.839823e-02 1.570475e-01
MentHlth_1-5 5.839823e-02 1.570475e-01
MentHlth_6-10 5.839823e-02 1.570475e-01
MentHlth_11-15 5.839823e-02 1.570475e-01
MentHlth_16-20 5.839823e-02 1.570475e-01
MentHlth_21-25 5.839823e-02 1.570475e-01
MentHlth_26-30 5.839823e-02 1.570475e-01
PhysHlth_0 3.111843e-02 -3.576742e-02
PhysHlth_1-5 3.111843e-02 -3.576742e-02
PhysHlth_6-10 3.111843e-02 -3.576742e-02
PhysHlth_11-15 3.111843e-02 -3.576742e-02
PhysHlth_16-20 3.111843e-02 -3.576742e-02
PhysHlth_21-25 3.111843e-02 -3.576742e-02
PhysHlth_26-30 3.111843e-02 -3.576742e-02
Education_Never attended school or only kinderg... 1.808168e-01 -7.638413e-02
Education_Elementary 1.808168e-01 -7.638413e-02
Education_Some high school 1.808168e-01 -7.638413e-02
Education_High school graduate 1.808168e-01 -7.638413e-02
Education_Some college or technical school 1.808168e-01 -7.638413e-02
Education_College graduate 1.808168e-01 -7.638413e-02
Income_Less than $10,000 2.790684e-02 -1.914074e-02
Income_$10,000-$14,999 2.790684e-02 -1.914074e-02
Income_$15,000-$19,999 2.790684e-02 -1.914074e-02
Income_$20,000-$24,999 2.790684e-02 -1.914074e-02
Income_$25,000-$34,999 2.790684e-02 -1.914074e-02
Income_$35,000-$49,999 2.790684e-02 -1.914074e-02
Income_$50,000-$74,999 2.790684e-02 -1.914074e-02
Income_$75,000 or more 2.790684e-02 -1.914074e-02
Sex_Female -0.000000e+00 0.000000e+00
Sex_Male -1.739103e-01 -7.627220e-02
Age_18-29 -0.000000e+00 0.000000e+00
Age_30-49 -1.739103e-01 -7.627220e-02
Age_50-64 -0.000000e+00 0.000000e+00
Age_65+ -0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_15:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 1.106022 0.506471 -0.365971 -0.147096 -0.123710 0.151270 0.010795
1 0.169669 -1.393401 0.125746 0.002206 0.645550 -0.086739 0.461020
2 -0.842417 -0.527180 -0.574588 -0.252382 -0.328718 -0.233802 -0.102306
3 0.065312 -0.018515 -0.752345 -0.288341 1.241904 -0.234538 -0.181458
4 0.309119 -1.689846 -0.092685 0.224782 0.192078 0.207629 -0.050279
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.036416 0.018588 0.150624 ... 0.0 0.0 0.0 -5.149211e-18
1 0.451271 -0.244484 -0.129925 ... 0.0 0.0 0.0 -5.149211e-18
2 0.534160 0.075219 -0.493297 ... 0.0 0.0 0.0 -5.149211e-18
3 0.513014 -0.188571 -0.320592 ... 0.0 0.0 0.0 -5.149211e-18
4 -0.023196 -0.088077 0.530729 ... 0.0 0.0 0.0 -5.149211e-18
PC53 PC54 PC55 PC56 PC57 \
0 4.510281e-17 -1.110223e-16 1.387779e-16 -1.110223e-16 1.110223e-16
1 -1.040834e-17 -5.551115e-17 -2.775558e-17 -2.498002e-16 3.330669e-16
2 3.469447e-18 -4.996004e-16 -1.665335e-16 -2.498002e-16 1.110223e-16
3 8.673617e-17 0.000000e+00 1.665335e-16 1.526557e-16 -1.110223e-16
4 -6.591949e-17 -5.551115e-17 -2.775558e-17 -1.665335e-16 0.000000e+00
PC58
0 -1.665335e-16
1 -2.775558e-16
2 -4.996004e-16
3 -3.885781e-16
4 -5.551115e-17
[5 rows x 58 columns]
For Subset_15, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_16:
[1.38427482e-01 1.07026408e-01 8.60830012e-02 7.23347753e-02
6.11867501e-02 5.55338651e-02 4.70657340e-02 4.51065928e-02
3.44133403e-02 3.17227366e-02 2.80932000e-02 2.71155473e-02
2.49931864e-02 2.14355181e-02 2.09097350e-02 1.81942566e-02
1.57887022e-02 1.52510605e-02 1.51600774e-02 1.45177415e-02
1.23565652e-02 1.18729237e-02 1.06331969e-02 1.02494677e-02
9.28585557e-03 8.84701481e-03 8.40552125e-03 6.91155179e-03
6.19838794e-03 5.75343916e-03 5.27328408e-03 5.07341798e-03
4.18941993e-03 3.00942671e-03 2.66272345e-03 2.36078345e-03
2.12580847e-03 1.87950336e-03 1.53085030e-03 9.43467075e-04
7.76809175e-05 2.16092122e-17 1.19995017e-17 8.70319092e-18
2.30224830e-18 2.20280559e-18 8.88464474e-19 1.77569990e-34
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_16:
[0.13842748 0.24545389 0.33153689 0.40387167 0.46505842 0.52059228
0.56765802 0.61276461 0.64717795 0.67890069 0.70699389 0.73410943
0.75910262 0.78053814 0.80144787 0.81964213 0.83543083 0.85068189
0.86584197 0.88035971 0.89271628 0.9045892 0.9152224 0.92547186
0.93475772 0.94360473 0.95201026 0.95892181 0.9651202 0.97087363
0.97614692 0.98122034 0.98540976 0.98841918 0.99108191 0.99344269
0.9955685 0.997448 0.99897885 0.99992232 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_16:
PC1 \
HighBP -6.886639e-02
HighChol -7.609473e-02
CholCheck 1.264107e-02
Smoker -2.666097e-01
Stroke -1.387678e-02
HeartDiseaseorAttack -1.664010e-02
PhysActivity 1.306732e-01
Fruits 1.675849e-01
Veggies 8.604546e-02
HvyAlcoholConsump -2.049560e-02
AnyHealthcare 6.497231e-02
NoDocbcCost -1.297402e-01
DiffWalk -7.446747e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -4.039548e-17
BMI_Overweight -4.135903e-25
BMI_Class 1 Obesity -1.292470e-26
BMI_Class 2 Obesity -1.615587e-27
BMI_Class 3 Obesity -2.019484e-28
GenHlth_Excellent 3.919321e-01
GenHlth_Very good -1.221447e-01
GenHlth_Good -1.661323e-01
GenHlth_Fair -6.938576e-02
GenHlth_Poor -3.426933e-02
MentHlth_0 2.906994e-01
MentHlth_1-5 -1.279859e-01
MentHlth_6-10 -3.920331e-02
MentHlth_11-15 -3.141606e-02
MentHlth_16-20 -1.961638e-02
MentHlth_21-25 -6.268222e-03
MentHlth_26-30 -6.620953e-02
PhysHlth_0 2.972594e-01
PhysHlth_1-5 -1.567943e-01
PhysHlth_6-10 -3.630200e-02
PhysHlth_11-15 -2.898179e-02
PhysHlth_16-20 -1.453745e-02
PhysHlth_21-25 -6.255437e-03
PhysHlth_26-30 -5.438841e-02
Education_Never attended school or only kinderg... -3.793051e-04
Education_Elementary -8.367521e-03
Education_Some high school -2.748061e-02
Education_High school graduate -1.363307e-01
Education_Some college or technical school -2.244494e-01
Education_College graduate 3.970075e-01
Income_Less than $10,000 -4.367514e-02
Income_$10,000-$14,999 -2.999232e-02
Income_$15,000-$19,999 -4.594925e-02
Income_$20,000-$24,999 -5.673841e-02
Income_$25,000-$34,999 -5.695088e-02
Income_$35,000-$49,999 -7.763569e-02
Income_$50,000-$74,999 -8.574277e-02
Income_$75,000 or more 3.966844e-01
Sex_Female -4.039548e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -4.039548e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 9.696756e-03
HighChol -1.592453e-02
CholCheck -9.611450e-03
Smoker 1.179869e-01
Stroke 3.476741e-03
HeartDiseaseorAttack 2.179316e-03
PhysActivity -6.498542e-02
Fruits -7.477588e-02
Veggies -5.764859e-02
HvyAlcoholConsump -1.345848e-02
AnyHealthcare -4.788557e-02
NoDocbcCost 3.621593e-02
DiffWalk 1.385708e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -7.795825e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -5.293956e-23
BMI_Class 2 Obesity 6.617445e-24
BMI_Class 3 Obesity -8.271806e-25
GenHlth_Excellent 2.055596e-01
GenHlth_Very good -2.870129e-01
GenHlth_Good 5.947199e-02
GenHlth_Fair 1.363482e-02
GenHlth_Poor 8.346497e-03
MentHlth_0 4.049940e-01
MentHlth_1-5 -3.826238e-01
MentHlth_6-10 -2.384154e-02
MentHlth_11-15 -3.687503e-03
MentHlth_16-20 -6.651459e-04
MentHlth_21-25 -1.605375e-03
MentHlth_26-30 7.429363e-03
PhysHlth_0 3.293278e-01
PhysHlth_1-5 -3.223459e-01
PhysHlth_6-10 -1.709110e-02
PhysHlth_11-15 -7.313769e-04
PhysHlth_16-20 2.093718e-03
PhysHlth_21-25 9.838944e-04
PhysHlth_26-30 7.763024e-03
Education_Never attended school or only kinderg... 1.626874e-04
Education_Elementary 6.669930e-03
Education_Some high school 1.574122e-02
Education_High school graduate 1.311364e-01
Education_Some college or technical school 2.360976e-01
Education_College graduate -3.898079e-01
Income_Less than $10,000 2.342245e-02
Income_$10,000-$14,999 1.451263e-02
Income_$15,000-$19,999 2.880534e-02
Income_$20,000-$24,999 3.893792e-02
Income_$25,000-$34,999 4.291664e-02
Income_$35,000-$49,999 5.799805e-02
Income_$50,000-$74,999 7.201359e-02
Income_$75,000 or more -2.786066e-01
Sex_Female -7.795642e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -7.795642e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -5.832741e-03
HighChol -2.054419e-02
CholCheck -3.454588e-03
Smoker -3.478911e-02
Stroke -6.320029e-03
HeartDiseaseorAttack -6.756993e-03
PhysActivity 7.684454e-03
Fruits 3.856599e-03
Veggies 3.629458e-03
HvyAlcoholConsump -1.190713e-02
AnyHealthcare 8.209563e-03
NoDocbcCost -4.582734e-02
DiffWalk -3.870681e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -8.528700e-17
BMI_Overweight -5.421011e-20
BMI_Class 1 Obesity -6.776264e-21
BMI_Class 2 Obesity -1.694066e-21
BMI_Class 3 Obesity 2.117582e-22
GenHlth_Excellent -4.984576e-01
GenHlth_Very good 6.912182e-01
GenHlth_Good -1.317998e-01
GenHlth_Fair -4.163029e-02
GenHlth_Poor -1.933053e-02
MentHlth_0 3.633055e-01
MentHlth_1-5 -2.777261e-01
MentHlth_6-10 -2.604803e-02
MentHlth_11-15 -1.557768e-02
MentHlth_16-20 -8.357897e-03
MentHlth_21-25 -2.312488e-03
MentHlth_26-30 -3.328330e-02
PhysHlth_0 1.546710e-01
PhysHlth_1-5 -8.864493e-02
PhysHlth_6-10 -9.753220e-03
PhysHlth_11-15 -1.421439e-02
PhysHlth_16-20 -8.157549e-03
PhysHlth_21-25 -3.364632e-03
PhysHlth_26-30 -3.053629e-02
Education_Never attended school or only kinderg... 6.175775e-05
Education_Elementary -1.877117e-03
Education_Some high school -9.919522e-03
Education_High school graduate -2.097239e-02
Education_Some college or technical school 2.233325e-02
Education_College graduate 1.037402e-02
Income_Less than $10,000 -1.596608e-02
Income_$10,000-$14,999 -9.738744e-03
Income_$15,000-$19,999 -1.492812e-02
Income_$20,000-$24,999 -1.030192e-02
Income_$25,000-$34,999 -3.136581e-03
Income_$35,000-$49,999 -5.988426e-04
Income_$50,000-$74,999 5.265648e-03
Income_$75,000 or more 4.940465e-02
Sex_Female -8.504628e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -8.504628e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP -2.372236e-02
HighChol -1.490070e-02
CholCheck -1.463312e-02
Smoker 3.022455e-02
Stroke -6.072358e-03
HeartDiseaseorAttack -9.859407e-03
PhysActivity 4.221547e-02
Fruits -3.709344e-02
Veggies -9.090580e-03
HvyAlcoholConsump 1.998462e-02
AnyHealthcare -7.965361e-03
NoDocbcCost -1.001444e-02
DiffWalk -4.105810e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 1.142082e-16
BMI_Overweight 4.336809e-19
BMI_Class 1 Obesity 5.421011e-20
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.694066e-21
GenHlth_Excellent 6.576315e-03
GenHlth_Very good 1.870283e-01
GenHlth_Good -1.380296e-01
GenHlth_Fair -4.174438e-02
GenHlth_Poor -1.383069e-02
MentHlth_0 -4.309976e-01
MentHlth_1-5 4.375265e-01
MentHlth_6-10 -2.295891e-03
MentHlth_11-15 8.248218e-03
MentHlth_16-20 -2.202689e-03
MentHlth_21-25 -1.604785e-03
MentHlth_26-30 -8.673780e-03
PhysHlth_0 5.657204e-01
PhysHlth_1-5 -4.694675e-01
PhysHlth_6-10 -3.235719e-02
PhysHlth_11-15 -1.968739e-02
PhysHlth_16-20 -6.700782e-03
PhysHlth_21-25 -2.001511e-03
PhysHlth_26-30 -3.550597e-02
Education_Never attended school or only kinderg... -3.913819e-04
Education_Elementary -4.787646e-03
Education_Some high school -5.521610e-03
Education_High school graduate 2.247118e-03
Education_Some college or technical school 7.665055e-02
Education_College graduate -6.819703e-02
Income_Less than $10,000 -1.132191e-02
Income_$10,000-$14,999 -4.222877e-03
Income_$15,000-$19,999 -6.806580e-03
Income_$20,000-$24,999 -3.496138e-03
Income_$25,000-$34,999 3.399311e-03
Income_$35,000-$49,999 1.621926e-02
Income_$50,000-$74,999 5.232739e-02
Income_$75,000 or more -4.609846e-02
Sex_Female 1.137225e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.137225e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -1.318368e-02
HighChol -2.341061e-02
CholCheck 5.202230e-03
Smoker 1.052906e-01
Stroke -2.129444e-03
HeartDiseaseorAttack -3.271167e-04
PhysActivity 6.036887e-02
Fruits 8.316600e-03
Veggies 3.307195e-02
HvyAlcoholConsump 2.969533e-02
AnyHealthcare 3.273307e-02
NoDocbcCost -5.981254e-02
DiffWalk -9.204147e-03
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.845864e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity -6.938894e-18
BMI_Class 2 Obesity 8.673617e-19
BMI_Class 3 Obesity -2.168404e-19
GenHlth_Excellent 9.729122e-02
GenHlth_Very good 5.034030e-02
GenHlth_Good -1.430086e-01
GenHlth_Fair -4.655355e-03
GenHlth_Poor 3.245512e-05
MentHlth_0 -1.996540e-02
MentHlth_1-5 5.121157e-02
MentHlth_6-10 -8.250192e-03
MentHlth_11-15 -8.877370e-03
MentHlth_16-20 3.618409e-04
MentHlth_21-25 1.527263e-03
MentHlth_26-30 -1.600771e-02
PhysHlth_0 -7.601173e-02
PhysHlth_1-5 9.646054e-02
PhysHlth_6-10 -7.931969e-03
PhysHlth_11-15 -4.690008e-03
PhysHlth_16-20 -2.939931e-03
PhysHlth_21-25 2.015964e-03
PhysHlth_26-30 -6.902861e-03
Education_Never attended school or only kinderg... -1.204640e-05
Education_Elementary -5.487997e-03
Education_Some high school -1.327823e-02
Education_High school graduate -3.854039e-02
Education_Some college or technical school 4.936320e-01
Education_College graduate -4.363133e-01
Income_Less than $10,000 -1.100760e-02
Income_$10,000-$14,999 -8.505638e-03
Income_$15,000-$19,999 -1.684314e-02
Income_$20,000-$24,999 -1.886602e-02
Income_$25,000-$34,999 -3.869504e-02
Income_$35,000-$49,999 -9.329962e-02
Income_$50,000-$74,999 -3.871804e-01
Income_$75,000 or more 5.743975e-01
Sex_Female 3.676017e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 3.676017e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP -7.059464e-02
HighChol -1.120839e-01
CholCheck -7.902580e-03
Smoker -2.812146e-01
Stroke -7.891864e-03
HeartDiseaseorAttack -9.105508e-03
PhysActivity 1.817498e-01
Fruits 5.867879e-01
Veggies 1.811624e-01
HvyAlcoholConsump -5.137413e-02
AnyHealthcare -3.833964e-03
NoDocbcCost -4.052937e-02
DiffWalk -5.162856e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -3.865386e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -8.673617e-19
BMI_Class 3 Obesity 2.168404e-19
GenHlth_Excellent 1.693784e-01
GenHlth_Very good 1.208359e-01
GenHlth_Good -2.329899e-01
GenHlth_Fair -3.569434e-02
GenHlth_Poor -2.152996e-02
MentHlth_0 1.739517e-02
MentHlth_1-5 9.544718e-02
MentHlth_6-10 -2.923865e-02
MentHlth_11-15 -2.333425e-02
MentHlth_16-20 -1.115411e-02
MentHlth_21-25 -1.866018e-03
MentHlth_26-30 -4.724932e-02
PhysHlth_0 -9.548616e-02
PhysHlth_1-5 1.873087e-01
PhysHlth_6-10 -1.746374e-02
PhysHlth_11-15 -1.789175e-02
PhysHlth_16-20 -6.955595e-03
PhysHlth_21-25 -5.095148e-03
PhysHlth_26-30 -4.441632e-02
Education_Never attended school or only kinderg... -4.514943e-04
Education_Elementary -3.963307e-03
Education_Some high school -1.674838e-02
Education_High school graduate -9.995321e-02
Education_Some college or technical school 2.918317e-01
Education_College graduate -1.707153e-01
Income_Less than $10,000 -2.924293e-02
Income_$10,000-$14,999 -8.732775e-03
Income_$15,000-$19,999 -1.286052e-02
Income_$20,000-$24,999 -7.546249e-03
Income_$25,000-$34,999 -1.097768e-03
Income_$35,000-$49,999 6.476300e-02
Income_$50,000-$74,999 3.109750e-01
Income_$75,000 or more -3.162577e-01
Sex_Female -3.631204e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -3.631204e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 3.572699e-02
HighChol 4.431575e-02
CholCheck 4.417939e-03
Smoker 6.960938e-01
Stroke 3.059947e-03
HeartDiseaseorAttack 1.014746e-02
PhysActivity 9.565234e-02
Fruits 5.920101e-01
Veggies 2.160241e-01
HvyAlcoholConsump 7.428625e-02
AnyHealthcare -2.774674e-02
NoDocbcCost 7.661925e-02
DiffWalk 3.547397e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 8.404579e-18
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 6.938894e-18
GenHlth_Excellent -7.348115e-02
GenHlth_Very good -3.044543e-02
GenHlth_Good 5.676649e-02
GenHlth_Fair 3.332181e-02
GenHlth_Poor 1.383828e-02
MentHlth_0 -1.693750e-02
MentHlth_1-5 -6.914400e-02
MentHlth_6-10 1.414461e-02
MentHlth_11-15 2.290025e-02
MentHlth_16-20 6.330928e-03
MentHlth_21-25 2.574747e-03
MentHlth_26-30 4.013097e-02
PhysHlth_0 3.590585e-02
PhysHlth_1-5 -1.039330e-01
PhysHlth_6-10 7.921685e-03
PhysHlth_11-15 1.585021e-02
PhysHlth_16-20 8.230691e-03
PhysHlth_21-25 3.844581e-03
PhysHlth_26-30 3.217997e-02
Education_Never attended school or only kinderg... -1.602472e-04
Education_Elementary 3.755024e-04
Education_Some high school 8.153445e-03
Education_High school graduate 8.242520e-02
Education_Some college or technical school -1.745953e-01
Education_College graduate 8.380144e-02
Income_Less than $10,000 4.194115e-03
Income_$10,000-$14,999 3.511411e-03
Income_$15,000-$19,999 1.533658e-02
Income_$20,000-$24,999 1.652700e-02
Income_$25,000-$34,999 1.118185e-02
Income_$35,000-$49,999 2.986943e-03
Income_$50,000-$74,999 -1.107319e-01
Income_$75,000 or more 5.699402e-02
Sex_Female 2.126578e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 2.126578e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP 5.141043e-02
HighChol 6.947550e-02
CholCheck 3.084657e-02
Smoker -4.779107e-01
Stroke 6.102414e-03
HeartDiseaseorAttack 4.210479e-03
PhysActivity -6.566299e-02
Fruits 3.749271e-01
Veggies 3.488090e-02
HvyAlcoholConsump -8.021883e-02
AnyHealthcare -2.638048e-02
NoDocbcCost 4.654398e-02
DiffWalk 2.783386e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -5.846708e-18
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 6.938894e-18
GenHlth_Excellent -3.694004e-01
GenHlth_Very good -1.927771e-01
GenHlth_Good 5.660330e-01
GenHlth_Fair -1.918880e-03
GenHlth_Poor -1.936545e-03
MentHlth_0 -5.141547e-02
MentHlth_1-5 1.066534e-02
MentHlth_6-10 1.346374e-02
MentHlth_11-15 6.994608e-03
MentHlth_16-20 5.473213e-03
MentHlth_21-25 1.081737e-03
MentHlth_26-30 1.373683e-02
PhysHlth_0 1.030274e-01
PhysHlth_1-5 -1.655865e-01
PhysHlth_6-10 2.956875e-02
PhysHlth_11-15 1.338523e-02
PhysHlth_16-20 4.578222e-03
PhysHlth_21-25 -1.300081e-03
PhysHlth_26-30 1.632704e-02
Education_Never attended school or only kinderg... 1.842261e-04
Education_Elementary 1.051355e-02
Education_Some high school 1.321375e-02
Education_High school graduate 2.002376e-02
Education_Some college or technical school 4.619748e-02
Education_College graduate -9.013276e-02
Income_Less than $10,000 1.228436e-02
Income_$10,000-$14,999 1.478372e-02
Income_$15,000-$19,999 1.361443e-02
Income_$20,000-$24,999 3.568054e-02
Income_$25,000-$34,999 2.210824e-02
Income_$35,000-$49,999 -8.902984e-03
Income_$50,000-$74,999 -2.075705e-01
Income_$75,000 or more 1.180022e-01
Sex_Female 4.770836e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 4.770836e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 3.418239e-02
HighChol 5.702024e-02
CholCheck 3.088058e-03
Smoker -2.367387e-01
Stroke 7.402237e-03
HeartDiseaseorAttack 7.998292e-03
PhysActivity -2.005833e-01
Fruits 1.460104e-01
Veggies -4.472212e-02
HvyAlcoholConsump -7.790006e-02
AnyHealthcare -6.487743e-02
NoDocbcCost 4.234099e-02
DiffWalk 7.650767e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -2.406487e-17
BMI_Overweight -1.387779e-16
BMI_Class 1 Obesity 2.220446e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 1.141644e-01
GenHlth_Very good 1.000565e-01
GenHlth_Good -3.607132e-01
GenHlth_Fair 1.014854e-01
GenHlth_Poor 4.500693e-02
MentHlth_0 -1.935304e-02
MentHlth_1-5 3.123395e-02
MentHlth_6-10 -4.056172e-02
MentHlth_11-15 -1.229881e-02
MentHlth_16-20 -1.145977e-03
MentHlth_21-25 -1.589255e-04
MentHlth_26-30 4.228452e-02
PhysHlth_0 -7.176104e-02
PhysHlth_1-5 -1.969099e-02
PhysHlth_6-10 -1.883073e-03
PhysHlth_11-15 9.593035e-03
PhysHlth_16-20 1.037026e-02
PhysHlth_21-25 2.938732e-03
PhysHlth_26-30 7.043308e-02
Education_Never attended school or only kinderg... 3.774921e-04
Education_Elementary 1.044577e-02
Education_Some high school 2.078877e-02
Education_High school graduate 6.217072e-01
Education_Some college or technical school -3.994206e-01
Education_College graduate -2.538986e-01
Income_Less than $10,000 4.575716e-02
Income_$10,000-$14,999 3.702469e-02
Income_$15,000-$19,999 4.508691e-02
Income_$20,000-$24,999 2.933657e-02
Income_$25,000-$34,999 4.432260e-02
Income_$35,000-$49,999 3.443566e-02
Income_$50,000-$74,999 -2.371255e-01
Income_$75,000 or more 1.161887e-03
Sex_Female 4.814584e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 4.814584e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 1.488587e-01 ... 0.0
HighChol 4.449162e-01 ... 0.0
CholCheck 2.615966e-02 ... 0.0
Smoker -8.112946e-02 ... 0.0
Stroke 3.256334e-02 ... 0.0
HeartDiseaseorAttack 3.303826e-02 ... 0.0
PhysActivity -3.656750e-01 ... 0.0
Fruits 1.414545e-01 ... 0.0
Veggies -1.014262e-01 ... 0.0
HvyAlcoholConsump -4.767396e-02 ... 0.0
AnyHealthcare 9.506333e-03 ... 0.0
NoDocbcCost 1.261136e-01 ... 0.0
DiffWalk 1.988763e-01 ... 0.0
BMI_Underweight -0.000000e+00 ... 0.0
BMI_Healthy weight 1.163216e-16 ... 0.0
BMI_Overweight 1.387779e-16 ... 0.0
BMI_Class 1 Obesity -5.551115e-17 ... 0.0
BMI_Class 2 Obesity -0.000000e+00 ... 0.0
BMI_Class 3 Obesity -5.551115e-17 ... 0.0
GenHlth_Excellent 3.967948e-02 ... 0.0
GenHlth_Very good 2.219051e-03 ... 0.0
GenHlth_Good -3.202183e-01 ... 0.0
GenHlth_Fair 1.749429e-01 ... 0.0
GenHlth_Poor 1.033768e-01 ... 0.0
MentHlth_0 -1.399868e-01 ... 0.0
MentHlth_1-5 -2.120648e-01 ... 0.0
MentHlth_6-10 8.409847e-02 ... 0.0
MentHlth_11-15 5.591238e-02 ... 0.0
MentHlth_16-20 3.617367e-02 ... 0.0
MentHlth_21-25 8.210509e-03 ... 0.0
MentHlth_26-30 1.676566e-01 ... 0.0
PhysHlth_0 -9.741609e-02 ... 0.0
PhysHlth_1-5 -2.248457e-01 ... 0.0
PhysHlth_6-10 7.254646e-02 ... 0.0
PhysHlth_11-15 4.313650e-02 ... 0.0
PhysHlth_16-20 2.642546e-02 ... 0.0
PhysHlth_21-25 1.399350e-02 ... 0.0
PhysHlth_26-30 1.661599e-01 ... 0.0
Education_Never attended school or only kinderg... 3.027231e-04 ... 0.0
Education_Elementary 1.085429e-02 ... 0.0
Education_Some high school 1.485254e-02 ... 0.0
Education_High school graduate -3.664882e-01 ... 0.0
Education_Some college or technical school 1.809148e-01 ... 0.0
Education_College graduate 1.595638e-01 ... 0.0
Income_Less than $10,000 5.419003e-02 ... 0.0
Income_$10,000-$14,999 2.912151e-02 ... 0.0
Income_$15,000-$19,999 2.290437e-02 ... 0.0
Income_$20,000-$24,999 -4.795689e-04 ... 0.0
Income_$25,000-$34,999 -1.342834e-02 ... 0.0
Income_$35,000-$49,999 -7.624271e-02 ... 0.0
Income_$50,000-$74,999 -4.237995e-03 ... 0.0
Income_$75,000 or more -1.182730e-02 ... 0.0
Sex_Female 1.016437e-16 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 1.016437e-16 ... 0.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -0.000000e+00 ... 1.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.0
HighChol 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0
Smoker 0.0 0.0 0.0
Stroke 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0
Fruits 0.0 0.0 0.0
Veggies 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0
Sex_Male 0.0 1.0 0.0
Age_18-29 0.0 0.0 1.0
Age_30-49 0.0 0.0 0.0
Age_50-64 1.0 0.0 0.0
Age_65+ 0.0 0.0 0.0
PC53 \
HighBP 0.000000e+00
HighChol -7.907725e-17
CholCheck 1.452813e-16
Smoker 1.269235e-16
Stroke -9.164309e-16
HeartDiseaseorAttack 5.946122e-16
PhysActivity -2.499914e-16
Fruits 2.548214e-17
Veggies 2.086466e-16
HvyAlcoholConsump -1.668385e-16
AnyHealthcare -3.872190e-16
NoDocbcCost -2.610034e-16
DiffWalk -2.449167e-16
BMI_Underweight 1.270296e-01
BMI_Healthy weight -1.107055e-01
BMI_Overweight -3.954681e-01
BMI_Class 1 Obesity 1.206571e-01
BMI_Class 2 Obesity 4.452232e-01
BMI_Class 3 Obesity -3.486728e-01
GenHlth_Excellent 7.289088e-02
GenHlth_Very good 7.289088e-02
GenHlth_Good 7.289088e-02
GenHlth_Fair 7.289088e-02
GenHlth_Poor 7.289088e-02
MentHlth_0 -1.118878e-02
MentHlth_1-5 -1.118878e-02
MentHlth_6-10 -1.118878e-02
MentHlth_11-15 -1.118878e-02
MentHlth_16-20 -1.118878e-02
MentHlth_21-25 -1.118878e-02
MentHlth_26-30 -1.118878e-02
PhysHlth_0 -5.303824e-02
PhysHlth_1-5 -5.303824e-02
PhysHlth_6-10 -5.303824e-02
PhysHlth_11-15 -5.303824e-02
PhysHlth_16-20 -5.303824e-02
PhysHlth_21-25 -5.303824e-02
PhysHlth_26-30 -5.303824e-02
Education_Never attended school or only kinderg... 2.640097e-01
Education_Elementary 2.640097e-01
Education_Some high school 2.640097e-01
Education_High school graduate 2.640097e-01
Education_Some college or technical school 2.640097e-01
Education_College graduate 2.640097e-01
Income_Less than $10,000 -3.081294e-02
Income_$10,000-$14,999 -3.081294e-02
Income_$15,000-$19,999 -3.081294e-02
Income_$20,000-$24,999 -3.081294e-02
Income_$25,000-$34,999 -3.081294e-02
Income_$35,000-$49,999 -3.081294e-02
Income_$50,000-$74,999 -3.081294e-02
Income_$75,000 or more -3.081294e-02
Sex_Female 6.294003e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 6.294003e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 5.422440e-17
CholCheck -4.395378e-16
Smoker -1.019030e-16
Stroke 3.817684e-17
HeartDiseaseorAttack -3.862557e-16
PhysActivity 2.815783e-17
Fruits 4.876758e-17
Veggies -1.240261e-16
HvyAlcoholConsump 1.664484e-16
AnyHealthcare -3.009423e-16
NoDocbcCost -2.215311e-16
DiffWalk -2.422733e-16
BMI_Underweight 1.732592e-01
BMI_Healthy weight -3.328028e-01
BMI_Overweight -8.110824e-02
BMI_Class 1 Obesity 8.165624e-02
BMI_Class 2 Obesity -6.907763e-03
BMI_Class 3 Obesity 4.647759e-01
GenHlth_Excellent 9.440838e-02
GenHlth_Very good 9.440838e-02
GenHlth_Good 9.440838e-02
GenHlth_Fair 9.440838e-02
GenHlth_Poor 9.440838e-02
MentHlth_0 -5.543957e-02
MentHlth_1-5 -5.543957e-02
MentHlth_6-10 -5.543957e-02
MentHlth_11-15 -5.543957e-02
MentHlth_16-20 -5.543957e-02
MentHlth_21-25 -5.543957e-02
MentHlth_26-30 -5.543957e-02
PhysHlth_0 -2.606889e-01
PhysHlth_1-5 -2.606889e-01
PhysHlth_6-10 -2.606889e-01
PhysHlth_11-15 -2.606889e-01
PhysHlth_16-20 -2.606889e-01
PhysHlth_21-25 -2.606889e-01
PhysHlth_26-30 -2.606889e-01
Education_Never attended school or only kinderg... -3.036589e-02
Education_Elementary -3.036589e-02
Education_Some high school -3.036589e-02
Education_High school graduate -3.036589e-02
Education_Some college or technical school -3.036589e-02
Education_College graduate -3.036589e-02
Income_Less than $10,000 1.013271e-01
Income_$10,000-$14,999 1.013271e-01
Income_$15,000-$19,999 1.013271e-01
Income_$20,000-$24,999 1.013271e-01
Income_$25,000-$34,999 1.013271e-01
Income_$35,000-$49,999 1.013271e-01
Income_$50,000-$74,999 1.013271e-01
Income_$75,000 or more 1.013271e-01
Sex_Female 1.504400e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 1.504400e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP -2.676577e-16
HighChol 1.210731e-16
CholCheck 5.551639e-16
Smoker -1.173797e-16
Stroke -6.856159e-16
HeartDiseaseorAttack 1.282117e-15
PhysActivity 6.682763e-17
Fruits -3.780105e-17
Veggies -5.624104e-17
HvyAlcoholConsump -3.056880e-17
AnyHealthcare 1.151596e-16
NoDocbcCost -4.520861e-17
DiffWalk -4.288824e-16
BMI_Underweight 4.343270e-01
BMI_Healthy weight -4.981591e-02
BMI_Overweight -4.323916e-01
BMI_Class 1 Obesity 1.585463e-01
BMI_Class 2 Obesity -1.736029e-03
BMI_Class 3 Obesity 1.253007e-02
GenHlth_Excellent 9.383182e-02
GenHlth_Very good 9.383182e-02
GenHlth_Good 9.383182e-02
GenHlth_Fair 9.383182e-02
GenHlth_Poor 9.383182e-02
MentHlth_0 -9.885180e-02
MentHlth_1-5 -9.885180e-02
MentHlth_6-10 -9.885180e-02
MentHlth_11-15 -9.885180e-02
MentHlth_16-20 -9.885180e-02
MentHlth_21-25 -9.885180e-02
MentHlth_26-30 -9.885180e-02
PhysHlth_0 1.943794e-01
PhysHlth_1-5 1.943794e-01
PhysHlth_6-10 1.943794e-01
PhysHlth_11-15 1.943794e-01
PhysHlth_16-20 1.943794e-01
PhysHlth_21-25 1.943794e-01
PhysHlth_26-30 1.943794e-01
Education_Never attended school or only kinderg... -1.116671e-01
Education_Elementary -1.116671e-01
Education_Some high school -1.116671e-01
Education_High school graduate -1.116671e-01
Education_Some college or technical school -1.116671e-01
Education_College graduate -1.116671e-01
Income_Less than $10,000 1.325322e-01
Income_$10,000-$14,999 1.325322e-01
Income_$15,000-$19,999 1.325322e-01
Income_$20,000-$24,999 1.325322e-01
Income_$25,000-$34,999 1.325322e-01
Income_$35,000-$49,999 1.325322e-01
Income_$50,000-$74,999 1.325322e-01
Income_$75,000 or more 1.325322e-01
Sex_Female -4.677754e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -4.677754e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 9.037400e-18
CholCheck 2.072147e-16
Smoker 3.952512e-17
Stroke 1.321366e-15
HeartDiseaseorAttack -1.250549e-15
PhysActivity -2.563171e-16
Fruits -8.094472e-17
Veggies 2.278180e-17
HvyAlcoholConsump 1.006384e-16
AnyHealthcare 8.474844e-16
NoDocbcCost 3.822962e-16
DiffWalk 1.071744e-16
BMI_Underweight -2.017118e-01
BMI_Healthy weight 1.189944e-01
BMI_Overweight 6.962674e-02
BMI_Class 1 Obesity -4.608587e-02
BMI_Class 2 Obesity 3.902399e-01
BMI_Class 3 Obesity 1.362753e-01
GenHlth_Excellent -2.615493e-01
GenHlth_Very good -2.615493e-01
GenHlth_Good -2.615493e-01
GenHlth_Fair -2.615493e-01
GenHlth_Poor -2.615493e-01
MentHlth_0 -8.241162e-02
MentHlth_1-5 -8.241162e-02
MentHlth_6-10 -8.241162e-02
MentHlth_11-15 -8.241162e-02
MentHlth_16-20 -8.241162e-02
MentHlth_21-25 -8.241162e-02
MentHlth_26-30 -8.241162e-02
PhysHlth_0 1.462479e-02
PhysHlth_1-5 1.462479e-02
PhysHlth_6-10 1.462479e-02
PhysHlth_11-15 1.462479e-02
PhysHlth_16-20 1.462479e-02
PhysHlth_21-25 1.462479e-02
PhysHlth_26-30 1.462479e-02
Education_Never attended school or only kinderg... 6.740951e-02
Education_Elementary 6.740951e-02
Education_Some high school 6.740951e-02
Education_High school graduate 6.740951e-02
Education_Some college or technical school 6.740951e-02
Education_College graduate 6.740951e-02
Income_Less than $10,000 1.952068e-01
Income_$10,000-$14,999 1.952068e-01
Income_$15,000-$19,999 1.952068e-01
Income_$20,000-$24,999 1.952068e-01
Income_$25,000-$34,999 1.952068e-01
Income_$35,000-$49,999 1.952068e-01
Income_$50,000-$74,999 1.952068e-01
Income_$75,000 or more 1.952068e-01
Sex_Female -1.485495e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -1.485495e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol -1.807480e-17 9.263335e-17
CholCheck 4.778875e-16 -1.166962e-16
Smoker 1.003967e-16 -9.659587e-17
Stroke 1.201788e-15 3.526414e-17
HeartDiseaseorAttack -6.318332e-17 -6.655591e-17
PhysActivity -1.300897e-18 -6.653814e-17
Fruits 5.307468e-17 2.787657e-17
Veggies 1.986015e-16 -2.158079e-16
HvyAlcoholConsump 8.170474e-17 -8.142561e-17
AnyHealthcare -1.570956e-16 -6.962859e-16
NoDocbcCost -1.914877e-17 -4.332220e-16
DiffWalk -1.416820e-16 -5.780083e-17
BMI_Underweight 2.488378e-01 -7.335154e-02
BMI_Healthy weight -2.138371e-01 -3.011684e-01
BMI_Overweight 4.829057e-01 4.953729e-01
BMI_Class 1 Obesity -1.199862e-01 2.679395e-01
BMI_Class 2 Obesity -7.462441e-02 1.759135e-01
BMI_Class 3 Obesity -3.219430e-01 -3.117729e-01
GenHlth_Excellent 4.538754e-02 9.724261e-02
GenHlth_Very good 4.538754e-02 9.724261e-02
GenHlth_Good 4.538754e-02 9.724261e-02
GenHlth_Fair 4.538754e-02 9.724261e-02
GenHlth_Poor 4.538754e-02 9.724261e-02
MentHlth_0 1.099695e-01 -1.893715e-01
MentHlth_1-5 1.099695e-01 -1.893715e-01
MentHlth_6-10 1.099695e-01 -1.893715e-01
MentHlth_11-15 1.099695e-01 -1.893715e-01
MentHlth_16-20 1.099695e-01 -1.893715e-01
MentHlth_21-25 1.099695e-01 -1.893715e-01
MentHlth_26-30 1.099695e-01 -1.893715e-01
PhysHlth_0 2.378115e-02 4.615882e-03
PhysHlth_1-5 2.378115e-02 4.615882e-03
PhysHlth_6-10 2.378115e-02 4.615882e-03
PhysHlth_11-15 2.378115e-02 4.615882e-03
PhysHlth_16-20 2.378115e-02 4.615882e-03
PhysHlth_21-25 2.378115e-02 4.615882e-03
PhysHlth_26-30 2.378115e-02 4.615882e-03
Education_Never attended school or only kinderg... 5.277121e-02 -4.689772e-02
Education_Elementary 5.277121e-02 -4.689772e-02
Education_Some high school 5.277121e-02 -4.689772e-02
Education_High school graduate 5.277121e-02 -4.689772e-02
Education_Some college or technical school 5.277121e-02 -4.689772e-02
Education_College graduate 5.277121e-02 -4.689772e-02
Income_Less than $10,000 1.849563e-01 -4.303260e-02
Income_$10,000-$14,999 1.849563e-01 -4.303260e-02
Income_$15,000-$19,999 1.849563e-01 -4.303260e-02
Income_$20,000-$24,999 1.849563e-01 -4.303260e-02
Income_$25,000-$34,999 1.849563e-01 -4.303260e-02
Income_$35,000-$49,999 1.849563e-01 -4.303260e-02
Income_$50,000-$74,999 1.849563e-01 -4.303260e-02
Income_$75,000 or more 1.849563e-01 -4.303260e-02
Sex_Female 2.704177e-01 -2.570133e-01
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 2.704177e-01 -2.570133e-01
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_16:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.269368 -0.023848 -0.885981 0.814627 0.519855 0.195885 0.002487
1 0.549076 -0.412368 -0.862120 0.790367 0.080693 -0.642827 -0.804170
2 -1.020327 0.626446 -0.335922 0.402807 -0.624451 -0.480831 0.073692
3 0.490596 -0.127113 0.964759 0.022986 -0.089487 -0.364383 -0.212571
4 -0.681955 -0.894496 0.302050 -0.483621 -0.834433 0.686077 -0.264273
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.234535 0.990474 -0.560987 ... 0.0 0.0 0.0 0.0 -1.110223e-16
1 -0.285430 0.013580 -0.074963 ... 0.0 0.0 0.0 0.0 -2.220446e-16
2 -0.043301 -0.781242 -0.484535 ... 0.0 0.0 0.0 0.0 1.110223e-16
3 0.269703 0.295479 0.466784 ... 0.0 0.0 0.0 0.0 -5.551115e-17
4 -0.231193 0.071594 0.441417 ... 0.0 0.0 0.0 0.0 2.220446e-16
PC54 PC55 PC56 PC57 PC58
0 1.665335e-16 -1.665335e-16 2.775558e-17 0.000000e+00 2.220446e-16
1 1.665335e-16 1.387779e-16 8.326673e-17 -2.220446e-16 3.330669e-16
2 1.665335e-16 -1.137979e-15 -1.942890e-16 -2.220446e-16 3.330669e-16
3 1.665335e-16 2.775558e-17 1.942890e-16 0.000000e+00 3.330669e-16
4 -4.996004e-16 1.942890e-16 3.053113e-16 -4.440892e-16 5.551115e-16
[5 rows x 58 columns]
For Subset_16, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_17:
[1.25228414e-01 8.90864934e-02 7.77326629e-02 6.34336257e-02
5.83307013e-02 5.63254406e-02 5.34207900e-02 5.18314180e-02
4.68820536e-02 4.37649032e-02 3.34697557e-02 3.18714797e-02
3.06386035e-02 2.84133260e-02 2.40359096e-02 1.90028197e-02
1.54164801e-02 1.40809895e-02 1.37393907e-02 1.28827087e-02
1.20595090e-02 1.12856011e-02 1.10198311e-02 9.07282073e-03
8.30545487e-03 7.80144424e-03 6.66515091e-03 6.43325644e-03
5.82642011e-03 4.98663231e-03 4.23071523e-03 4.10169726e-03
3.91928149e-03 3.13113145e-03 2.98345321e-03 2.76067511e-03
1.84030722e-03 1.60253864e-03 1.18041310e-03 1.00783461e-03
1.97865996e-04 3.09955906e-17 1.64686119e-17 9.07911151e-18
6.19053178e-18 3.01602997e-18 5.28870055e-34 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_17:
[0.12522841 0.21431491 0.29204757 0.3554812 0.4138119 0.47013734
0.52355813 0.57538955 0.6222716 0.6660365 0.69950626 0.73137774
0.76201634 0.79042967 0.81446558 0.8334684 0.84888488 0.86296587
0.87670526 0.88958797 0.90164747 0.91293308 0.92395291 0.93302573
0.94133118 0.94913263 0.95579778 0.96223103 0.96805745 0.97304409
0.9772748 0.9813765 0.98529578 0.98842691 0.99141037 0.99417104
0.99601135 0.99761389 0.9987943 0.99980213 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_17:
PC1 \
HighBP -1.270316e-01
HighChol -9.024503e-02
CholCheck 1.752764e-02
Smoker -2.751563e-01
Stroke -1.226398e-02
HeartDiseaseorAttack -2.637447e-02
PhysActivity 1.643897e-01
Fruits 1.536754e-01
Veggies 1.105273e-01
HvyAlcoholConsump -2.762583e-02
AnyHealthcare 8.809353e-02
NoDocbcCost -1.006894e-01
DiffWalk -7.430633e-02
BMI_Underweight 2.646978e-23
BMI_Healthy weight -1.654361e-24
BMI_Overweight 6.754055e-18
BMI_Class 1 Obesity 2.584939e-26
BMI_Class 2 Obesity 6.462349e-27
BMI_Class 3 Obesity 4.038968e-28
GenHlth_Excellent 1.627926e-01
GenHlth_Very good 1.731032e-01
GenHlth_Good -2.212422e-01
GenHlth_Fair -8.825737e-02
GenHlth_Poor -2.639617e-02
MentHlth_0 1.801817e-01
MentHlth_1-5 -5.772273e-02
MentHlth_6-10 -2.303376e-02
MentHlth_11-15 -2.812014e-02
MentHlth_16-20 -1.274062e-02
MentHlth_21-25 -4.751801e-03
MentHlth_26-30 -5.381262e-02
PhysHlth_0 1.786625e-01
PhysHlth_1-5 -6.356893e-02
PhysHlth_6-10 -2.394391e-02
PhysHlth_11-15 -1.842503e-02
PhysHlth_16-20 -8.771175e-03
PhysHlth_21-25 -6.116442e-03
PhysHlth_26-30 -5.783701e-02
Education_Never attended school or only kinderg... -1.093212e-03
Education_Elementary -1.389378e-02
Education_Some high school -3.842257e-02
Education_High school graduate -2.427241e-01
Education_Some college or technical school -2.140465e-01
Education_College graduate 5.101801e-01
Income_Less than $10,000 -3.094167e-02
Income_$10,000-$14,999 -2.675523e-02
Income_$15,000-$19,999 -4.133293e-02
Income_$20,000-$24,999 -6.095680e-02
Income_$25,000-$34,999 -6.688418e-02
Income_$35,000-$49,999 -1.066129e-01
Income_$50,000-$74,999 -1.266465e-01
Income_$75,000 or more 4.601302e-01
Sex_Female 0.000000e+00
Sex_Male 6.754055e-18
Age_18-29 0.000000e+00
Age_30-49 6.754055e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -1.322177e-01
HighChol -1.823896e-01
CholCheck -1.200995e-02
Smoker 2.144528e-03
Stroke -5.385933e-03
HeartDiseaseorAttack -9.909850e-03
PhysActivity -2.499090e-02
Fruits 6.486901e-02
Veggies -1.515312e-02
HvyAlcoholConsump -2.195087e-03
AnyHealthcare -3.220178e-02
NoDocbcCost -3.551043e-02
DiffWalk -3.870396e-02
BMI_Underweight 1.355253e-20
BMI_Healthy weight 3.388132e-21
BMI_Overweight 9.487936e-17
BMI_Class 1 Obesity 2.117582e-22
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.209565e-01
GenHlth_Very good -2.838732e-01
GenHlth_Good 1.612560e-02
GenHlth_Fair -3.984415e-02
GenHlth_Poor -1.336473e-02
MentHlth_0 4.499804e-01
MentHlth_1-5 -3.256104e-01
MentHlth_6-10 -4.700772e-02
MentHlth_11-15 -2.618140e-02
MentHlth_16-20 -1.145439e-02
MentHlth_21-25 -3.918073e-03
MentHlth_26-30 -3.580841e-02
PhysHlth_0 4.419657e-01
PhysHlth_1-5 -3.605709e-01
PhysHlth_6-10 -2.894412e-02
PhysHlth_11-15 -1.430682e-02
PhysHlth_16-20 -5.338163e-03
PhysHlth_21-25 -3.478131e-03
PhysHlth_26-30 -2.932757e-02
Education_Never attended school or only kinderg... 8.274199e-05
Education_Elementary 3.412895e-03
Education_Some high school 7.131585e-03
Education_High school graduate 1.166326e-01
Education_Some college or technical school 1.296835e-01
Education_College graduate -2.569434e-01
Income_Less than $10,000 -5.543129e-03
Income_$10,000-$14,999 -2.518671e-03
Income_$15,000-$19,999 1.518559e-04
Income_$20,000-$24,999 8.834835e-03
Income_$25,000-$34,999 1.914092e-02
Income_$35,000-$49,999 4.668483e-02
Income_$50,000-$74,999 4.718928e-02
Income_$75,000 or more -1.139399e-01
Sex_Female -0.000000e+00
Sex_Male 9.487966e-17
Age_18-29 -0.000000e+00
Age_30-49 9.487966e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP -5.324805e-02
HighChol -6.721267e-02
CholCheck -3.893777e-03
Smoker 1.198377e-01
Stroke -5.513838e-03
HeartDiseaseorAttack -1.076534e-02
PhysActivity -4.765374e-03
Fruits -6.231442e-02
Veggies -3.972196e-02
HvyAlcoholConsump 8.339118e-03
AnyHealthcare 1.101123e-02
NoDocbcCost -3.665742e-02
DiffWalk -3.238010e-02
BMI_Underweight -8.673617e-19
BMI_Healthy weight -2.168404e-19
BMI_Overweight 4.270239e-18
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 6.776264e-21
BMI_Class 3 Obesity -1.694066e-21
GenHlth_Excellent -3.569572e-01
GenHlth_Very good 7.477083e-01
GenHlth_Good -3.402105e-01
GenHlth_Fair -3.907743e-02
GenHlth_Poor -1.146313e-02
MentHlth_0 1.227285e-01
MentHlth_1-5 -6.091420e-02
MentHlth_6-10 -1.341586e-02
MentHlth_11-15 -1.171759e-02
MentHlth_16-20 -9.259122e-03
MentHlth_21-25 -3.088838e-03
MentHlth_26-30 -2.433287e-02
PhysHlth_0 2.025026e-01
PhysHlth_1-5 -1.363713e-01
PhysHlth_6-10 -1.636790e-02
PhysHlth_11-15 -1.160704e-02
PhysHlth_16-20 -3.531942e-03
PhysHlth_21-25 -3.146241e-03
PhysHlth_26-30 -3.147817e-02
Education_Never attended school or only kinderg... -8.206692e-04
Education_Elementary -6.315979e-03
Education_Some high school -1.134616e-02
Education_High school graduate 7.521072e-02
Education_Some college or technical school 1.548082e-01
Education_College graduate -2.115361e-01
Income_Less than $10,000 -9.813809e-03
Income_$10,000-$14,999 -7.178062e-03
Income_$15,000-$19,999 -1.076126e-02
Income_$20,000-$24,999 -1.220296e-02
Income_$25,000-$34,999 2.450682e-03
Income_$35,000-$49,999 1.963738e-02
Income_$50,000-$74,999 7.918199e-02
Income_$75,000 or more -6.131395e-02
Sex_Female 0.000000e+00
Sex_Male 4.299060e-18
Age_18-29 0.000000e+00
Age_30-49 4.299060e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -1.490758e-01
HighChol -2.417092e-01
CholCheck -1.736532e-02
Smoker 1.587199e-02
Stroke -3.979785e-03
HeartDiseaseorAttack -8.584346e-03
PhysActivity 1.741433e-01
Fruits 6.577545e-01
Veggies 3.010626e-01
HvyAlcoholConsump -1.025535e-02
AnyHealthcare -1.716036e-02
NoDocbcCost 2.321949e-02
DiffWalk -1.256841e-02
BMI_Underweight 6.938894e-18
BMI_Healthy weight -3.469447e-18
BMI_Overweight -8.385021e-17
BMI_Class 1 Obesity 8.673617e-19
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.776900e-01
GenHlth_Very good 1.478490e-02
GenHlth_Good -1.737052e-01
GenHlth_Fair -1.752913e-02
GenHlth_Poor -1.240584e-03
MentHlth_0 -3.087508e-01
MentHlth_1-5 2.642079e-01
MentHlth_6-10 1.742822e-02
MentHlth_11-15 1.366027e-02
MentHlth_16-20 3.824306e-03
MentHlth_21-25 2.245848e-03
MentHlth_26-30 7.384195e-03
PhysHlth_0 4.092947e-03
PhysHlth_1-5 6.103138e-03
PhysHlth_6-10 -4.335089e-03
PhysHlth_11-15 -8.384656e-04
PhysHlth_16-20 4.877810e-04
PhysHlth_21-25 4.176401e-04
PhysHlth_26-30 -5.927951e-03
Education_Never attended school or only kinderg... 1.508743e-05
Education_Elementary -3.173723e-03
Education_Some high school -7.292650e-03
Education_High school graduate -9.636360e-02
Education_Some college or technical school 2.157440e-01
Education_College graduate -1.089291e-01
Income_Less than $10,000 -6.899193e-03
Income_$10,000-$14,999 -3.918493e-03
Income_$15,000-$19,999 -3.072455e-03
Income_$20,000-$24,999 5.502990e-03
Income_$25,000-$34,999 8.996671e-03
Income_$35,000-$49,999 4.641045e-02
Income_$50,000-$74,999 1.563837e-01
Income_$75,000 or more -2.034036e-01
Sex_Female -0.000000e+00
Sex_Male -8.060504e-17
Age_18-29 -0.000000e+00
Age_30-49 -8.060504e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP 5.229616e-02
HighChol 5.115203e-02
CholCheck 1.488712e-02
Smoker 2.711315e-01
Stroke 2.245689e-03
HeartDiseaseorAttack 4.953151e-03
PhysActivity 2.305305e-02
Fruits 2.233313e-01
Veggies 1.321478e-01
HvyAlcoholConsump 1.689523e-02
AnyHealthcare 3.871534e-02
NoDocbcCost -2.807245e-02
DiffWalk 1.331885e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight -3.412040e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -2.357745e-02
GenHlth_Very good -1.919692e-02
GenHlth_Good 3.486297e-02
GenHlth_Fair 4.220383e-04
GenHlth_Poor 7.489353e-03
MentHlth_0 2.536673e-01
MentHlth_1-5 -2.171144e-01
MentHlth_6-10 -1.554096e-02
MentHlth_11-15 -5.137800e-03
MentHlth_16-20 -4.879417e-03
MentHlth_21-25 -1.176841e-03
MentHlth_26-30 -9.817921e-03
PhysHlth_0 -2.997256e-01
PhysHlth_1-5 2.484980e-01
PhysHlth_6-10 1.568481e-02
PhysHlth_11-15 9.754849e-03
PhysHlth_16-20 1.124007e-03
PhysHlth_21-25 2.207458e-03
PhysHlth_26-30 2.245652e-02
Education_Never attended school or only kinderg... -2.076236e-04
Education_Elementary -2.186839e-03
Education_Some high school -3.000794e-03
Education_High school graduate -8.590024e-02
Education_Some college or technical school 3.888632e-01
Education_College graduate -2.975677e-01
Income_Less than $10,000 -1.066150e-02
Income_$10,000-$14,999 -2.890457e-03
Income_$15,000-$19,999 -6.253733e-03
Income_$20,000-$24,999 -1.700904e-02
Income_$25,000-$34,999 -2.811644e-02
Income_$35,000-$49,999 -7.327306e-02
Income_$50,000-$74,999 -3.311730e-01
Income_$75,000 or more 4.693772e-01
Sex_Female -0.000000e+00
Sex_Male -6.691222e-17
Age_18-29 -0.000000e+00
Age_30-49 -6.691222e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP -5.252174e-02
HighChol -1.223126e-01
CholCheck 4.961360e-03
Smoker -1.926637e-01
Stroke -8.581044e-04
HeartDiseaseorAttack 3.821248e-03
PhysActivity -1.425935e-02
Fruits 2.091396e-01
Veggies 6.761411e-02
HvyAlcoholConsump -3.957388e-02
AnyHealthcare -3.638860e-02
NoDocbcCost 2.151022e-02
DiffWalk 1.475515e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 3.469447e-17
BMI_Overweight -2.937002e-16
BMI_Class 1 Obesity 1.665335e-16
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -1.110223e-16
GenHlth_Excellent -6.172390e-02
GenHlth_Very good 8.426320e-02
GenHlth_Good -5.714180e-02
GenHlth_Fair 2.599752e-02
GenHlth_Poor 8.604991e-03
MentHlth_0 4.188970e-01
MentHlth_1-5 -3.683869e-01
MentHlth_6-10 -2.243124e-02
MentHlth_11-15 -7.179482e-03
MentHlth_16-20 -3.029892e-03
MentHlth_21-25 -1.600815e-03
MentHlth_26-30 -1.626872e-02
PhysHlth_0 -4.147223e-01
PhysHlth_1-5 3.497155e-01
PhysHlth_6-10 2.330246e-02
PhysHlth_11-15 8.347615e-03
PhysHlth_16-20 3.463799e-03
PhysHlth_21-25 2.922923e-03
PhysHlth_26-30 2.696996e-02
Education_Never attended school or only kinderg... 6.043897e-04
Education_Elementary 7.855336e-03
Education_Some high school 9.640467e-03
Education_High school graduate 1.011377e-01
Education_Some college or technical school -2.419394e-01
Education_College graduate 1.227015e-01
Income_Less than $10,000 8.873685e-03
Income_$10,000-$14,999 4.464222e-03
Income_$15,000-$19,999 6.795433e-03
Income_$20,000-$24,999 1.779506e-02
Income_$25,000-$34,999 2.434321e-02
Income_$35,000-$49,999 8.176852e-02
Income_$50,000-$74,999 2.181115e-01
Income_$75,000 or more -3.621517e-01
Sex_Female -0.000000e+00
Sex_Male -1.401298e-16
Age_18-29 -0.000000e+00
Age_30-49 -1.401298e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP 2.696349e-01
HighChol 3.318514e-01
CholCheck 2.664153e-02
Smoker 2.696021e-01
Stroke 6.594370e-03
HeartDiseaseorAttack 2.131490e-02
PhysActivity 1.901175e-02
Fruits 4.850177e-01
Veggies 1.875476e-01
HvyAlcoholConsump 2.420009e-02
AnyHealthcare -1.461689e-02
NoDocbcCost 2.005219e-02
DiffWalk 1.433065e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 1.655544e-16
BMI_Class 1 Obesity -4.163336e-17
BMI_Class 2 Obesity 6.613633e-18
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent -3.133176e-01
GenHlth_Very good 1.694694e-02
GenHlth_Good 2.885198e-01
GenHlth_Fair 4.284320e-03
GenHlth_Poor 3.566510e-03
MentHlth_0 6.072866e-02
MentHlth_1-5 -6.556092e-02
MentHlth_6-10 -1.716501e-03
MentHlth_11-15 -7.505705e-04
MentHlth_16-20 9.006582e-04
MentHlth_21-25 -1.134263e-03
MentHlth_26-30 7.532940e-03
PhysHlth_0 2.180842e-01
PhysHlth_1-5 -2.159969e-01
PhysHlth_6-10 -9.764671e-03
PhysHlth_11-15 5.657942e-03
PhysHlth_16-20 -9.187761e-04
PhysHlth_21-25 1.117017e-03
PhysHlth_26-30 1.821132e-03
Education_Never attended school or only kinderg... 7.822351e-04
Education_Elementary 2.575045e-03
Education_Some high school 1.129056e-02
Education_High school graduate 2.194728e-01
Education_Some college or technical school -3.488980e-01
Education_College graduate 1.147773e-01
Income_Less than $10,000 3.943640e-03
Income_$10,000-$14,999 5.126639e-03
Income_$15,000-$19,999 9.740102e-03
Income_$20,000-$24,999 1.641892e-02
Income_$25,000-$34,999 1.686249e-02
Income_$35,000-$49,999 -1.221677e-02
Income_$50,000-$74,999 -5.254320e-02
Income_$75,000 or more 1.266818e-02
Sex_Female -0.000000e+00
Sex_Male 1.937261e-16
Age_18-29 -0.000000e+00
Age_30-49 1.937261e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -1.187518e-01
HighChol -2.351262e-01
CholCheck -3.073189e-02
Smoker 5.806582e-01
Stroke -3.681644e-04
HeartDiseaseorAttack 5.776702e-03
PhysActivity -3.154570e-02
Fruits -7.769533e-02
Veggies -3.289444e-02
HvyAlcoholConsump 4.572610e-02
AnyHealthcare -3.194159e-02
NoDocbcCost 1.434723e-02
DiffWalk 2.005341e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 8.326673e-17
BMI_Overweight -1.832348e-16
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.035688e-01
GenHlth_Very good -1.145999e-02
GenHlth_Good -3.601128e-01
GenHlth_Fair 5.434047e-02
GenHlth_Poor 1.366347e-02
MentHlth_0 -7.568831e-02
MentHlth_1-5 4.142122e-02
MentHlth_6-10 -4.088071e-03
MentHlth_11-15 6.309932e-03
MentHlth_16-20 1.784585e-03
MentHlth_21-25 3.002736e-03
MentHlth_26-30 2.725791e-02
PhysHlth_0 -9.579897e-02
PhysHlth_1-5 6.167312e-02
PhysHlth_6-10 4.102989e-03
PhysHlth_11-15 -2.808545e-04
PhysHlth_16-20 2.284401e-03
PhysHlth_21-25 1.328284e-03
PhysHlth_26-30 2.669102e-02
Education_Never attended school or only kinderg... -6.828023e-04
Education_Elementary -8.471122e-04
Education_Some high school 1.547563e-02
Education_High school graduate 3.689591e-01
Education_Some college or technical school -4.113897e-01
Education_College graduate 2.848494e-02
Income_Less than $10,000 1.519138e-02
Income_$10,000-$14,999 8.418037e-03
Income_$15,000-$19,999 9.362684e-03
Income_$20,000-$24,999 1.101020e-02
Income_$25,000-$34,999 5.668092e-03
Income_$35,000-$49,999 -6.710132e-03
Income_$50,000-$74,999 -1.346630e-01
Income_$75,000 or more 9.172271e-02
Sex_Female -0.000000e+00
Sex_Male -1.491447e-16
Age_18-29 -0.000000e+00
Age_30-49 -1.491447e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 3.688489e-01
HighChol 6.028396e-01
CholCheck 4.067245e-02
Smoker -1.645153e-01
Stroke 1.778752e-02
HeartDiseaseorAttack 3.544773e-02
PhysActivity -4.070252e-02
Fruits 5.512227e-02
Veggies -2.365316e-03
HvyAlcoholConsump -1.835174e-02
AnyHealthcare 1.666432e-02
NoDocbcCost 2.687467e-02
DiffWalk 6.665059e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -3.027738e-17
BMI_Class 1 Obesity -2.081668e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 6.938894e-18
GenHlth_Excellent 3.628614e-01
GenHlth_Very good 8.315456e-03
GenHlth_Good -5.315840e-01
GenHlth_Fair 1.257334e-01
GenHlth_Poor 3.467369e-02
MentHlth_0 5.006939e-04
MentHlth_1-5 -5.969902e-02
MentHlth_6-10 8.435523e-03
MentHlth_11-15 7.137132e-03
MentHlth_16-20 8.518932e-03
MentHlth_21-25 3.297254e-03
MentHlth_26-30 3.180948e-02
PhysHlth_0 -2.932921e-02
PhysHlth_1-5 -4.158824e-02
PhysHlth_6-10 -2.990975e-04
PhysHlth_11-15 7.724662e-03
PhysHlth_16-20 2.676700e-03
PhysHlth_21-25 4.501510e-03
PhysHlth_26-30 5.631368e-02
Education_Never attended school or only kinderg... -2.451378e-04
Education_Elementary 4.605739e-03
Education_Some high school -1.696335e-04
Education_High school graduate 2.650501e-02
Education_Some college or technical school 5.207755e-02
Education_College graduate -8.277352e-02
Income_Less than $10,000 1.944201e-02
Income_$10,000-$14,999 1.658896e-02
Income_$15,000-$19,999 6.243200e-03
Income_$20,000-$24,999 7.948615e-03
Income_$25,000-$34,999 -6.378087e-03
Income_$35,000-$49,999 5.916526e-03
Income_$50,000-$74,999 2.730264e-02
Income_$75,000 or more -7.706386e-02
Sex_Female -0.000000e+00
Sex_Male 5.796324e-18
Age_18-29 -0.000000e+00
Age_30-49 5.796324e-18
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP 5.608115e-02 ... 0.0
HighChol 1.047256e-01 ... 0.0
CholCheck 6.072963e-03 ... 0.0
Smoker 5.831854e-01 ... 0.0
Stroke 2.664345e-03 ... 0.0
HeartDiseaseorAttack 3.798449e-03 ... 0.0
PhysActivity 5.207972e-02 ... 0.0
Fruits -1.415146e-01 ... 0.0
Veggies 7.747483e-02 ... 0.0
HvyAlcoholConsump 4.995975e-02 ... 0.0
AnyHealthcare 4.682274e-02 ... 0.0
NoDocbcCost -1.165497e-02 ... 0.0
DiffWalk 9.572310e-03 ... 0.0
BMI_Underweight -1.110223e-16 ... 0.0
BMI_Healthy weight 1.665335e-16 ... 0.0
BMI_Overweight 2.685970e-16 ... 0.0
BMI_Class 1 Obesity 0.000000e+00 ... 0.0
BMI_Class 2 Obesity 0.000000e+00 ... 0.0
BMI_Class 3 Obesity 0.000000e+00 ... 0.0
GenHlth_Excellent 5.331213e-02 ... 0.0
GenHlth_Very good -3.772414e-02 ... 0.0
GenHlth_Good -1.272323e-02 ... 0.0
GenHlth_Fair -1.084529e-02 ... 0.0
GenHlth_Poor 7.980535e-03 ... 0.0
MentHlth_0 1.160968e-01 ... 0.0
MentHlth_1-5 -1.086021e-01 ... 0.0
MentHlth_6-10 -9.253963e-03 ... 0.0
MentHlth_11-15 -2.841562e-03 ... 0.0
MentHlth_16-20 4.116330e-04 ... 0.0
MentHlth_21-25 1.341968e-03 ... 0.0
MentHlth_26-30 2.847247e-03 ... 0.0
PhysHlth_0 2.112415e-02 ... 0.0
PhysHlth_1-5 -1.816138e-02 ... 0.0
PhysHlth_6-10 -6.434473e-03 ... 0.0
PhysHlth_11-15 -2.844941e-03 ... 0.0
PhysHlth_16-20 -6.076049e-04 ... 0.0
PhysHlth_21-25 9.240530e-04 ... 0.0
PhysHlth_26-30 6.000198e-03 ... 0.0
Education_Never attended school or only kinderg... -4.161105e-04 ... 0.0
Education_Elementary -2.921679e-03 ... 0.0
Education_Some high school 1.854196e-02 ... 0.0
Education_High school graduate -5.379807e-01 ... 0.0
Education_Some college or technical school 1.708117e-01 ... 0.0
Education_College graduate 3.519648e-01 ... 0.0
Income_Less than $10,000 -1.085882e-02 ... 0.0
Income_$10,000-$14,999 -4.890609e-03 ... 0.0
Income_$15,000-$19,999 -1.041655e-02 ... 0.0
Income_$20,000-$24,999 -2.115956e-02 ... 0.0
Income_$25,000-$34,999 -2.715057e-02 ... 0.0
Income_$35,000-$49,999 -1.024082e-02 ... 0.0
Income_$50,000-$74,999 3.004853e-01 ... 0.0
Income_$75,000 or more -2.157684e-01 ... 0.0
Sex_Female 0.000000e+00 ... 0.0
Sex_Male 4.042818e-17 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 4.042818e-17 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 \
HighBP -0.0 -0.000000e+00
HighChol -0.0 -6.200259e-26
CholCheck -0.0 4.412441e-25
Smoker -0.0 1.357064e-25
Stroke -0.0 2.958534e-24
HeartDiseaseorAttack -0.0 -2.091993e-24
PhysActivity -0.0 7.525817e-25
Fruits -0.0 -2.653652e-25
Veggies -0.0 1.416316e-25
HvyAlcoholConsump -0.0 1.956445e-25
AnyHealthcare -0.0 -3.412023e-25
NoDocbcCost -0.0 -2.580352e-25
DiffWalk -0.0 -7.114371e-25
BMI_Underweight -0.0 -1.208244e-09
BMI_Healthy weight -0.0 5.491805e-10
BMI_Overweight -0.0 -6.884887e-10
BMI_Class 1 Obesity -0.0 -8.071777e-10
BMI_Class 2 Obesity -0.0 -1.052235e-09
BMI_Class 3 Obesity -0.0 1.012382e-09
GenHlth_Excellent -0.0 4.079130e-10
GenHlth_Very good -0.0 4.079130e-10
GenHlth_Good -0.0 4.079130e-10
GenHlth_Fair -0.0 4.079130e-10
GenHlth_Poor -0.0 4.079130e-10
MentHlth_0 -0.0 -2.427193e-10
MentHlth_1-5 -0.0 -2.427193e-10
MentHlth_6-10 -0.0 -2.427193e-10
MentHlth_11-15 -0.0 -2.427193e-10
MentHlth_16-20 -0.0 -2.427193e-10
MentHlth_21-25 -0.0 -2.427193e-10
MentHlth_26-30 -0.0 -2.427193e-10
PhysHlth_0 -0.0 -4.441270e-10
PhysHlth_1-5 -0.0 -4.441270e-10
PhysHlth_6-10 -0.0 -4.441270e-10
PhysHlth_11-15 -0.0 -4.441270e-10
PhysHlth_16-20 -0.0 -4.441270e-10
PhysHlth_21-25 -0.0 -4.441270e-10
PhysHlth_26-30 -0.0 -4.441270e-10
Education_Never attended school or only kinderg... -0.0 4.667722e-10
Education_Elementary -0.0 4.667722e-10
Education_Some high school -0.0 4.667722e-10
Education_High school graduate -0.0 4.667722e-10
Education_Some college or technical school -0.0 4.667722e-10
Education_College graduate -0.0 4.667722e-10
Income_Less than $10,000 -0.0 -6.922733e-10
Income_$10,000-$14,999 -0.0 -6.922733e-10
Income_$15,000-$19,999 -0.0 -6.922733e-10
Income_$20,000-$24,999 -0.0 -6.922733e-10
Income_$25,000-$34,999 -0.0 -6.922733e-10
Income_$35,000-$49,999 -0.0 -6.922733e-10
Income_$50,000-$74,999 -0.0 -6.922733e-10
Income_$75,000 or more -0.0 -6.922733e-10
Sex_Female -0.0 -8.618348e-09
Sex_Male -0.0 -7.071068e-01
Age_18-29 1.0 -0.000000e+00
Age_30-49 -0.0 7.071068e-01
Age_50-64 -0.0 -0.000000e+00
Age_65+ -0.0 -0.000000e+00
PC52 \
HighBP -0.000000e+00
HighChol 2.773949e-17
CholCheck -5.354191e-17
Smoker 1.706262e-17
Stroke 3.699822e-16
HeartDiseaseorAttack -6.202881e-16
PhysActivity 2.233379e-16
Fruits 6.161323e-19
Veggies 4.436223e-18
HvyAlcoholConsump 1.505293e-17
AnyHealthcare 1.388153e-16
NoDocbcCost -3.989666e-17
DiffWalk -1.785590e-16
BMI_Underweight -2.603556e-01
BMI_Healthy weight 3.382699e-02
BMI_Overweight -8.611891e-02
BMI_Class 1 Obesity 2.378667e-02
BMI_Class 2 Obesity -3.220477e-01
BMI_Class 3 Obesity 4.000888e-01
GenHlth_Excellent 2.166959e-01
GenHlth_Very good 2.166959e-01
GenHlth_Good 2.166959e-01
GenHlth_Fair 2.166959e-01
GenHlth_Poor 2.166959e-01
MentHlth_0 1.937727e-02
MentHlth_1-5 1.937727e-02
MentHlth_6-10 1.937727e-02
MentHlth_11-15 1.937727e-02
MentHlth_16-20 1.937727e-02
MentHlth_21-25 1.937727e-02
MentHlth_26-30 1.937727e-02
PhysHlth_0 -1.251706e-01
PhysHlth_1-5 -1.251706e-01
PhysHlth_6-10 -1.251706e-01
PhysHlth_11-15 -1.251706e-01
PhysHlth_16-20 -1.251706e-01
PhysHlth_21-25 -1.251706e-01
PhysHlth_26-30 -1.251706e-01
Education_Never attended school or only kinderg... 1.305421e-01
Education_Elementary 1.305421e-01
Education_Some high school 1.305421e-01
Education_High school graduate 1.305421e-01
Education_Some college or technical school 1.305421e-01
Education_College graduate 1.305421e-01
Income_Less than $10,000 -1.422812e-01
Income_$10,000-$14,999 -1.422812e-01
Income_$15,000-$19,999 -1.422812e-01
Income_$20,000-$24,999 -1.422812e-01
Income_$25,000-$34,999 -1.422812e-01
Income_$35,000-$49,999 -1.422812e-01
Income_$50,000-$74,999 -1.422812e-01
Income_$75,000 or more -1.422812e-01
Sex_Female -1.665335e-16
Sex_Male -1.549456e-01
Age_18-29 -0.000000e+00
Age_30-49 -1.549456e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol 5.773281e-17
CholCheck -3.219170e-16
Smoker -3.907944e-17
Stroke -1.155336e-15
HeartDiseaseorAttack 1.183650e-16
PhysActivity -2.177495e-17
Fruits -5.034799e-19
Veggies -3.141196e-17
HvyAlcoholConsump -3.698140e-16
AnyHealthcare 1.139879e-16
NoDocbcCost 5.969069e-17
DiffWalk -9.590454e-17
BMI_Underweight -3.420701e-01
BMI_Healthy weight -4.007672e-01
BMI_Overweight 2.698647e-01
BMI_Class 1 Obesity 4.419219e-01
BMI_Class 2 Obesity 2.256697e-01
BMI_Class 3 Obesity -2.916395e-01
GenHlth_Excellent 7.846792e-02
GenHlth_Very good 7.846792e-02
GenHlth_Good 7.846792e-02
GenHlth_Fair 7.846792e-02
GenHlth_Poor 7.846792e-02
MentHlth_0 7.295409e-02
MentHlth_1-5 7.295409e-02
MentHlth_6-10 7.295409e-02
MentHlth_11-15 7.295409e-02
MentHlth_16-20 7.295409e-02
MentHlth_21-25 7.295409e-02
MentHlth_26-30 7.295409e-02
PhysHlth_0 4.094948e-02
PhysHlth_1-5 4.094948e-02
PhysHlth_6-10 4.094948e-02
PhysHlth_11-15 4.094948e-02
PhysHlth_16-20 4.094948e-02
PhysHlth_21-25 4.094948e-02
PhysHlth_26-30 4.094948e-02
Education_Never attended school or only kinderg... -4.241658e-02
Education_Elementary -4.241658e-02
Education_Some high school -4.241658e-02
Education_High school graduate -4.241658e-02
Education_Some college or technical school -4.241658e-02
Education_College graduate -4.241658e-02
Income_Less than $10,000 3.311410e-03
Income_$10,000-$14,999 3.311410e-03
Income_$15,000-$19,999 3.311410e-03
Income_$20,000-$24,999 3.311410e-03
Income_$25,000-$34,999 3.311410e-03
Income_$35,000-$49,999 3.311410e-03
Income_$50,000-$74,999 3.311410e-03
Income_$75,000 or more 3.311410e-03
Sex_Female -1.110223e-16
Sex_Male -3.373488e-01
Age_18-29 -0.000000e+00
Age_30-49 -3.373488e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC54 \
HighBP 1.322883e-16
HighChol -2.215282e-16
CholCheck 5.623508e-16
Smoker 6.362995e-17
Stroke -1.195620e-15
HeartDiseaseorAttack 4.829982e-16
PhysActivity 1.029375e-16
Fruits 7.232936e-17
Veggies -9.170825e-18
HvyAlcoholConsump 1.828918e-16
AnyHealthcare 3.538154e-16
NoDocbcCost 7.792524e-17
DiffWalk -7.063740e-17
BMI_Underweight 9.675391e-03
BMI_Healthy weight -1.400171e-01
BMI_Overweight 1.893732e-01
BMI_Class 1 Obesity 4.621551e-02
BMI_Class 2 Obesity 5.546062e-02
BMI_Class 3 Obesity 5.223347e-02
GenHlth_Excellent -1.720431e-02
GenHlth_Very good -1.720431e-02
GenHlth_Good -1.720431e-02
GenHlth_Fair -1.720431e-02
GenHlth_Poor -1.720431e-02
MentHlth_0 1.548368e-01
MentHlth_1-5 1.548368e-01
MentHlth_6-10 1.548368e-01
MentHlth_11-15 1.548368e-01
MentHlth_16-20 1.548368e-01
MentHlth_21-25 1.548368e-01
MentHlth_26-30 1.548368e-01
PhysHlth_0 -2.181259e-01
PhysHlth_1-5 -2.181259e-01
PhysHlth_6-10 -2.181259e-01
PhysHlth_11-15 -2.181259e-01
PhysHlth_16-20 -2.181259e-01
PhysHlth_21-25 -2.181259e-01
PhysHlth_26-30 -2.181259e-01
Education_Never attended school or only kinderg... -2.067138e-01
Education_Elementary -2.067138e-01
Education_Some high school -2.067138e-01
Education_High school graduate -2.067138e-01
Education_Some college or technical school -2.067138e-01
Education_College graduate -2.067138e-01
Income_Less than $10,000 -6.291294e-02
Income_$10,000-$14,999 -6.291294e-02
Income_$15,000-$19,999 -6.291294e-02
Income_$20,000-$24,999 -6.291294e-02
Income_$25,000-$34,999 -6.291294e-02
Income_$35,000-$49,999 -6.291294e-02
Income_$50,000-$74,999 -6.291294e-02
Income_$75,000 or more -6.291294e-02
Sex_Female 0.000000e+00
Sex_Male 2.702761e-01
Age_18-29 0.000000e+00
Age_30-49 2.702761e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 1.192798e-16
CholCheck 4.535092e-16
Smoker -1.037821e-16
Stroke -1.621368e-15
HeartDiseaseorAttack 2.548962e-16
PhysActivity -3.605746e-16
Fruits 3.176810e-17
Veggies -1.217887e-16
HvyAlcoholConsump 1.127768e-16
AnyHealthcare -2.688449e-16
NoDocbcCost 2.936342e-17
DiffWalk 1.928156e-16
BMI_Underweight 1.355580e-02
BMI_Healthy weight 9.818510e-02
BMI_Overweight 1.559235e-02
BMI_Class 1 Obesity 2.882811e-01
BMI_Class 2 Obesity -3.018020e-01
BMI_Class 3 Obesity 4.661080e-01
GenHlth_Excellent -1.312609e-01
GenHlth_Very good -1.312609e-01
GenHlth_Good -1.312609e-01
GenHlth_Fair -1.312609e-01
GenHlth_Poor -1.312609e-01
MentHlth_0 5.701758e-03
MentHlth_1-5 5.701758e-03
MentHlth_6-10 5.701758e-03
MentHlth_11-15 5.701758e-03
MentHlth_16-20 5.701758e-03
MentHlth_21-25 5.701758e-03
MentHlth_26-30 5.701758e-03
PhysHlth_0 1.670090e-01
PhysHlth_1-5 1.670090e-01
PhysHlth_6-10 1.670090e-01
PhysHlth_11-15 1.670090e-01
PhysHlth_16-20 1.670090e-01
PhysHlth_21-25 1.670090e-01
PhysHlth_26-30 1.670090e-01
Education_Never attended school or only kinderg... -1.889576e-01
Education_Elementary -1.889576e-01
Education_Some high school -1.889576e-01
Education_High school graduate -1.889576e-01
Education_Some college or technical school -1.889576e-01
Education_College graduate -1.889576e-01
Income_Less than $10,000 -1.000322e-01
Income_$10,000-$14,999 -1.000322e-01
Income_$15,000-$19,999 -1.000322e-01
Income_$20,000-$24,999 -1.000322e-01
Income_$25,000-$34,999 -1.000322e-01
Income_$35,000-$49,999 -1.000322e-01
Income_$50,000-$74,999 -1.000322e-01
Income_$75,000 or more -1.000322e-01
Sex_Female 0.000000e+00
Sex_Male -1.062681e-01
Age_18-29 0.000000e+00
Age_30-49 -1.062681e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol -6.657477e-17
CholCheck 6.541204e-16
Smoker 1.541129e-18
Stroke 4.615248e-16
HeartDiseaseorAttack -5.148541e-16
PhysActivity 6.840411e-17
Fruits -8.051251e-17
Veggies 1.858531e-16
HvyAlcoholConsump -2.421804e-16
AnyHealthcare -2.842209e-16
NoDocbcCost 9.206665e-17
DiffWalk 2.923124e-16
BMI_Underweight -3.282989e-02
BMI_Healthy weight 1.804382e-01
BMI_Overweight 4.110382e-02
BMI_Class 1 Obesity 5.599535e-01
BMI_Class 2 Obesity 2.714335e-01
BMI_Class 3 Obesity 3.677408e-01
GenHlth_Excellent 4.276037e-02
GenHlth_Very good 4.276037e-02
GenHlth_Good 4.276037e-02
GenHlth_Fair 4.276037e-02
GenHlth_Poor 4.276037e-02
MentHlth_0 -1.664421e-01
MentHlth_1-5 -1.664421e-01
MentHlth_6-10 -1.664421e-01
MentHlth_11-15 -1.664421e-01
MentHlth_16-20 -1.664421e-01
MentHlth_21-25 -1.664421e-01
MentHlth_26-30 -1.664421e-01
PhysHlth_0 -9.834868e-02
PhysHlth_1-5 -9.834868e-02
PhysHlth_6-10 -9.834868e-02
PhysHlth_11-15 -9.834868e-02
PhysHlth_16-20 -9.834868e-02
PhysHlth_21-25 -9.834868e-02
PhysHlth_26-30 -9.834868e-02
Education_Never attended school or only kinderg... -9.984316e-03
Education_Elementary -9.984316e-03
Education_Some high school -9.984316e-03
Education_High school graduate -9.984316e-03
Education_Some college or technical school -9.984316e-03
Education_College graduate -9.984316e-03
Income_Less than $10,000 1.389023e-01
Income_$10,000-$14,999 1.389023e-01
Income_$15,000-$19,999 1.389023e-01
Income_$20,000-$24,999 1.389023e-01
Income_$25,000-$34,999 1.389023e-01
Income_$35,000-$49,999 1.389023e-01
Income_$50,000-$74,999 1.389023e-01
Income_$75,000 or more 1.389023e-01
Sex_Female 0.000000e+00
Sex_Male 9.082397e-02
Age_18-29 0.000000e+00
Age_30-49 9.082397e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol -2.496554e-17 2.141142e-17
CholCheck 2.653760e-16 2.367235e-17
Smoker 1.445476e-16 -4.012865e-17
Stroke -1.323185e-15 1.534986e-15
HeartDiseaseorAttack 6.713522e-16 -9.556668e-16
PhysActivity 3.492950e-17 -1.119914e-16
Fruits -3.714394e-17 -6.376830e-17
Veggies -4.826014e-17 -9.097820e-18
HvyAlcoholConsump 2.707151e-16 -2.710199e-16
AnyHealthcare 2.466424e-16 -5.247374e-17
NoDocbcCost 2.314734e-16 -1.365487e-16
DiffWalk -2.515682e-16 1.977189e-16
BMI_Underweight 7.595834e-01 9.124068e-02
BMI_Healthy weight -2.682926e-01 5.373213e-01
BMI_Overweight 2.757451e-01 6.661928e-02
BMI_Class 1 Obesity 5.657433e-02 -1.470047e-01
BMI_Class 2 Obesity 1.795574e-01 -4.125227e-02
BMI_Class 3 Obesity 4.836633e-02 -2.993165e-01
GenHlth_Excellent 5.462950e-02 2.248030e-01
GenHlth_Very good 5.462950e-02 2.248030e-01
GenHlth_Good 5.462950e-02 2.248030e-01
GenHlth_Fair 5.462950e-02 2.248030e-01
GenHlth_Poor 5.462950e-02 2.248030e-01
MentHlth_0 -9.084446e-02 -6.153311e-02
MentHlth_1-5 -9.084446e-02 -6.153311e-02
MentHlth_6-10 -9.084446e-02 -6.153311e-02
MentHlth_11-15 -9.084446e-02 -6.153311e-02
MentHlth_16-20 -9.084446e-02 -6.153311e-02
MentHlth_21-25 -9.084446e-02 -6.153311e-02
MentHlth_26-30 -9.084446e-02 -6.153311e-02
PhysHlth_0 -1.598007e-02 -1.626325e-03
PhysHlth_1-5 -1.598007e-02 -1.626325e-03
PhysHlth_6-10 -1.598007e-02 -1.626325e-03
PhysHlth_11-15 -1.598007e-02 -1.626325e-03
PhysHlth_16-20 -1.598007e-02 -1.626325e-03
PhysHlth_21-25 -1.598007e-02 -1.626325e-03
PhysHlth_26-30 -1.598007e-02 -1.626325e-03
Education_Never attended school or only kinderg... 3.540554e-02 -2.067533e-01
Education_Elementary 3.540554e-02 -2.067533e-01
Education_Some high school 3.540554e-02 -2.067533e-01
Education_High school graduate 3.540554e-02 -2.067533e-01
Education_Some college or technical school 3.540554e-02 -2.067533e-01
Education_College graduate 3.540554e-02 -2.067533e-01
Income_Less than $10,000 -1.297315e-01 2.087172e-03
Income_$10,000-$14,999 -1.297315e-01 2.087172e-03
Income_$15,000-$19,999 -1.297315e-01 2.087172e-03
Income_$20,000-$24,999 -1.297315e-01 2.087172e-03
Income_$25,000-$34,999 -1.297315e-01 2.087172e-03
Income_$35,000-$49,999 -1.297315e-01 2.087172e-03
Income_$50,000-$74,999 -1.297315e-01 2.087172e-03
Income_$75,000 or more -1.297315e-01 2.087172e-03
Sex_Female 0.000000e+00 0.000000e+00
Sex_Male -1.014744e-01 -1.579545e-01
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 -1.014744e-01 -1.579545e-01
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_17:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.398703 -0.719810 0.402732 -0.934470 -0.553229 -0.670352 -0.160679
1 -1.293032 0.297551 -0.198815 -0.351594 0.609619 0.126287 -0.412892
2 -0.693100 0.323846 -0.426868 0.847228 1.013524 0.661839 -0.709438
3 -1.457579 -0.195413 -0.479917 0.842911 0.539380 -0.016640 0.054831
4 -0.969305 0.195178 -0.312727 0.832512 -0.738350 -0.479931 0.402664
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.136289 0.360278 -0.143833 ... 0.0 0.0 -4.422968e-17 1.665335e-16
1 -0.245405 -0.704357 0.492399 ... 0.0 0.0 -4.422968e-17 -3.330669e-16
2 0.402242 0.159176 0.427184 ... 0.0 0.0 -4.422968e-17 -2.775558e-16
3 -0.207090 -0.496196 0.316977 ... 0.0 0.0 -4.422968e-17 -5.551115e-17
4 0.762680 0.766928 -0.056651 ... 0.0 0.0 -4.422968e-17 5.551115e-17
PC53 PC54 PC55 PC56 PC57 \
0 -4.996004e-16 -1.110223e-16 1.276756e-15 -6.938894e-16 7.216450e-16
1 -1.110223e-16 2.220446e-16 1.665335e-16 2.775558e-17 -2.775558e-17
2 -1.665335e-16 4.440892e-16 -1.665335e-16 -8.326673e-17 2.775558e-16
3 -1.110223e-16 5.551115e-16 -6.106227e-16 3.330669e-16 2.775558e-17
4 0.000000e+00 -1.665335e-16 3.885781e-16 5.551115e-17 2.498002e-16
PC58
0 -2.220446e-16
1 -3.330669e-16
2 -8.881784e-16
3 6.661338e-16
4 0.000000e+00
[5 rows x 58 columns]
For Subset_17, retain 21 components to explain 90% of the variance.
Explained Variance for Subset_18:
[1.23386767e-01 9.45077920e-02 7.32490385e-02 6.08653882e-02
5.69974882e-02 5.36954683e-02 4.65473724e-02 4.62988226e-02
4.18398103e-02 3.96106184e-02 3.33697644e-02 2.91513449e-02
2.72963180e-02 2.49579532e-02 2.29481885e-02 2.24113196e-02
1.93185638e-02 1.76765076e-02 1.44724799e-02 1.34406720e-02
1.29288950e-02 1.22259747e-02 1.16614230e-02 1.10712084e-02
1.06100412e-02 1.03654957e-02 9.11629791e-03 8.95372649e-03
7.26565514e-03 6.75447842e-03 6.74100378e-03 6.22018734e-03
4.33226287e-03 4.17473196e-03 3.53078504e-03 3.19806656e-03
2.88464823e-03 2.32619555e-03 1.84232296e-03 1.60193600e-03
1.52985791e-04 1.74262066e-17 1.26098581e-17 6.19628258e-18
5.97020186e-18 1.91863400e-18 1.44669854e-18 3.05214352e-19
2.67503342e-31 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_18:
[0.12338677 0.21789456 0.2911436 0.35200899 0.40900647 0.46270194
0.50924931 0.55554814 0.59738795 0.63699857 0.67036833 0.69951968
0.72681599 0.75177395 0.77472214 0.79713345 0.81645202 0.83412853
0.84860101 0.86204168 0.87497057 0.88719655 0.89885797 0.90992918
0.92053922 0.93090472 0.94002101 0.94897474 0.9562404 0.96299487
0.96973588 0.97595607 0.98028833 0.98446306 0.98799384 0.99119191
0.99407656 0.99640276 0.99824508 0.99984701 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_18:
PC1 \
HighBP -1.163075e-01
HighChol -1.121974e-01
CholCheck 9.319783e-03
Smoker -2.475456e-01
Stroke -1.736890e-02
HeartDiseaseorAttack -2.851283e-02
PhysActivity 1.651618e-01
Fruits 1.506273e-01
Veggies 8.929722e-02
HvyAlcoholConsump -4.022734e-03
AnyHealthcare 7.558280e-02
NoDocbcCost -1.505021e-01
DiffWalk -1.136976e-01
BMI_Underweight 1.323489e-23
BMI_Healthy weight -0.000000e+00
BMI_Overweight 5.372431e-17
BMI_Class 1 Obesity -2.584939e-26
BMI_Class 2 Obesity 3.231174e-27
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.439871e-01
GenHlth_Very good 2.366560e-01
GenHlth_Good -2.223158e-01
GenHlth_Fair -1.183611e-01
GenHlth_Poor -3.996618e-02
MentHlth_0 2.359293e-01
MentHlth_1-5 -4.957054e-02
MentHlth_6-10 -4.143728e-02
MentHlth_11-15 -3.569971e-02
MentHlth_16-20 -1.591740e-02
MentHlth_21-25 -8.052355e-03
MentHlth_26-30 -8.525200e-02
PhysHlth_0 2.680457e-01
PhysHlth_1-5 -9.723570e-02
PhysHlth_6-10 -3.608912e-02
PhysHlth_11-15 -3.428831e-02
PhysHlth_16-20 -1.773796e-02
PhysHlth_21-25 -1.012282e-02
PhysHlth_26-30 -7.257175e-02
Education_Never attended school or only kinderg... -7.811963e-04
Education_Elementary -1.444463e-02
Education_Some high school -3.506383e-02
Education_High school graduate -1.610330e-01
Education_Some college or technical school -2.571043e-01
Education_College graduate 4.684269e-01
Income_Less than $10,000 -5.629787e-02
Income_$10,000-$14,999 -4.005980e-02
Income_$15,000-$19,999 -6.005319e-02
Income_$20,000-$24,999 -6.790230e-02
Income_$25,000-$34,999 -6.159700e-02
Income_$35,000-$49,999 -7.284421e-02
Income_$50,000-$74,999 -5.819714e-02
Income_$75,000 or more 4.169515e-01
Sex_Female 5.372431e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 5.372431e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP -2.376737e-02
HighChol -7.844611e-02
CholCheck 2.821871e-03
Smoker 2.114700e-02
Stroke -1.080351e-03
HeartDiseaseorAttack -5.354318e-03
PhysActivity -2.957702e-02
Fruits 5.306259e-03
Veggies -1.942245e-02
HvyAlcoholConsump -9.814143e-03
AnyHealthcare -4.295226e-02
NoDocbcCost -1.007717e-02
DiffWalk -2.690719e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -1.694066e-21
BMI_Overweight 9.418846e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -3.308722e-24
GenHlth_Excellent 1.634724e-01
GenHlth_Very good -1.360704e-01
GenHlth_Good 5.332451e-03
GenHlth_Fair -2.303606e-02
GenHlth_Poor -9.698410e-03
MentHlth_0 5.152947e-01
MentHlth_1-5 -4.060685e-01
MentHlth_6-10 -4.746700e-02
MentHlth_11-15 -2.215171e-02
MentHlth_16-20 -8.426356e-03
MentHlth_21-25 -3.202204e-03
MentHlth_26-30 -2.797896e-02
PhysHlth_0 4.417603e-01
PhysHlth_1-5 -3.656400e-01
PhysHlth_6-10 -3.533827e-02
PhysHlth_11-15 -1.346142e-02
PhysHlth_16-20 -8.985714e-03
PhysHlth_21-25 -3.777391e-03
PhysHlth_26-30 -1.455748e-02
Education_Never attended school or only kinderg... -1.287160e-04
Education_Elementary 6.448762e-03
Education_Some high school 1.515729e-02
Education_High school graduate 1.241109e-01
Education_Some college or technical school 1.501226e-01
Education_College graduate -2.957109e-01
Income_Less than $10,000 1.695958e-02
Income_$10,000-$14,999 9.911290e-03
Income_$15,000-$19,999 2.473772e-02
Income_$20,000-$24,999 2.799505e-02
Income_$25,000-$34,999 4.199738e-02
Income_$35,000-$49,999 4.147976e-02
Income_$50,000-$74,999 4.889689e-02
Income_$75,000 or more -2.119777e-01
Sex_Female 9.418689e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 9.418689e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP -4.120889e-02
HighChol -1.787553e-02
CholCheck -1.212710e-02
Smoker 9.471284e-02
Stroke -4.622412e-03
HeartDiseaseorAttack -1.094338e-02
PhysActivity 4.466795e-02
Fruits -4.727570e-02
Veggies -1.522159e-02
HvyAlcoholConsump 1.308158e-02
AnyHealthcare 5.094643e-03
NoDocbcCost -1.317437e-02
DiffWalk -3.230928e-02
BMI_Underweight 1.734723e-18
BMI_Healthy weight 0.000000e+00
BMI_Overweight -5.956824e-17
BMI_Class 1 Obesity 1.355253e-20
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -8.470329e-22
GenHlth_Excellent -3.024429e-01
GenHlth_Very good 7.266680e-01
GenHlth_Good -3.823702e-01
GenHlth_Fair -3.253739e-02
GenHlth_Poor -9.317519e-03
MentHlth_0 -9.496873e-02
MentHlth_1-5 1.120232e-01
MentHlth_6-10 -4.939609e-03
MentHlth_11-15 3.904735e-03
MentHlth_16-20 -8.375522e-04
MentHlth_21-25 -1.699356e-03
MentHlth_26-30 -1.348266e-02
PhysHlth_0 1.533547e-01
PhysHlth_1-5 -7.912826e-02
PhysHlth_6-10 -2.352106e-02
PhysHlth_11-15 -1.750689e-02
PhysHlth_16-20 -6.180413e-03
PhysHlth_21-25 -2.899596e-03
PhysHlth_26-30 -2.411851e-02
Education_Never attended school or only kinderg... -3.725174e-04
Education_Elementary -9.797596e-03
Education_Some high school -1.371757e-02
Education_High school graduate 1.791139e-02
Education_Some college or technical school 2.816337e-01
Education_College graduate -2.756575e-01
Income_Less than $10,000 -1.628800e-02
Income_$10,000-$14,999 -1.279344e-02
Income_$15,000-$19,999 -4.538641e-03
Income_$20,000-$24,999 -3.091497e-04
Income_$25,000-$34,999 1.580467e-02
Income_$35,000-$49,999 2.683978e-02
Income_$50,000-$74,999 4.831459e-02
Income_$75,000 or more -5.702982e-02
Sex_Female -5.966111e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -5.966111e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP 7.445911e-02
HighChol 7.808145e-02
CholCheck 1.016078e-02
Smoker -5.645798e-02
Stroke 8.401166e-03
HeartDiseaseorAttack 6.534856e-03
PhysActivity -7.027416e-02
Fruits 4.621995e-02
Veggies -1.938925e-03
HvyAlcoholConsump -1.912464e-02
AnyHealthcare -6.583027e-04
NoDocbcCost 1.576346e-02
DiffWalk 4.342148e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.689072e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -2.382425e-01
GenHlth_Very good 2.247139e-01
GenHlth_Good -5.792321e-02
GenHlth_Fair 5.671262e-02
GenHlth_Poor 1.473917e-02
MentHlth_0 4.969590e-01
MentHlth_1-5 -4.646117e-01
MentHlth_6-10 -1.819269e-02
MentHlth_11-15 -6.546127e-03
MentHlth_16-20 -5.456348e-03
MentHlth_21-25 -9.430365e-04
MentHlth_26-30 -1.209111e-03
PhysHlth_0 -4.789513e-01
PhysHlth_1-5 3.876585e-01
PhysHlth_6-10 2.835547e-02
PhysHlth_11-15 2.005931e-02
PhysHlth_16-20 2.660344e-03
PhysHlth_21-25 3.375827e-03
PhysHlth_26-30 3.684183e-02
Education_Never attended school or only kinderg... 1.021227e-03
Education_Elementary 6.852325e-03
Education_Some high school 4.838947e-03
Education_High school graduate 6.550530e-02
Education_Some college or technical school -9.651914e-02
Education_College graduate 1.830134e-02
Income_Less than $10,000 1.360835e-02
Income_$10,000-$14,999 9.000458e-03
Income_$15,000-$19,999 1.267136e-02
Income_$20,000-$24,999 1.149597e-02
Income_$25,000-$34,999 6.391516e-03
Income_$35,000-$49,999 -1.908883e-02
Income_$50,000-$74,999 -2.887261e-02
Income_$75,000 or more -5.206223e-03
Sex_Female 1.736914e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.736914e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -8.857913e-02
HighChol -1.306307e-01
CholCheck -6.587109e-03
Smoker -1.251888e-01
Stroke -4.545360e-03
HeartDiseaseorAttack -1.656045e-02
PhysActivity 2.147396e-01
Fruits 3.930454e-01
Veggies 1.811338e-01
HvyAlcoholConsump -6.784948e-03
AnyHealthcare 3.152675e-02
NoDocbcCost -6.419243e-02
DiffWalk -2.849565e-02
BMI_Underweight 1.665335e-16
BMI_Healthy weight 0.000000e+00
BMI_Overweight -1.285420e-16
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -8.673617e-19
GenHlth_Excellent 2.559288e-01
GenHlth_Very good -1.540342e-01
GenHlth_Good -6.624397e-02
GenHlth_Fair -2.264686e-02
GenHlth_Poor -1.300372e-02
MentHlth_0 3.249388e-02
MentHlth_1-5 3.141720e-02
MentHlth_6-10 -1.993675e-02
MentHlth_11-15 -3.390075e-03
MentHlth_16-20 -4.143636e-03
MentHlth_21-25 -3.121933e-03
MentHlth_26-30 -3.331869e-02
PhysHlth_0 -1.913057e-01
PhysHlth_1-5 2.113780e-01
PhysHlth_6-10 6.046468e-03
PhysHlth_11-15 -7.841012e-03
PhysHlth_16-20 -3.091509e-03
PhysHlth_21-25 -4.523557e-04
PhysHlth_26-30 -1.473393e-02
Education_Never attended school or only kinderg... -2.302674e-04
Education_Elementary -5.637529e-03
Education_Some high school -2.435060e-02
Education_High school graduate -2.075396e-01
Education_Some college or technical school 5.604720e-01
Education_College graduate -3.227139e-01
Income_Less than $10,000 -1.959037e-02
Income_$10,000-$14,999 -1.601370e-02
Income_$15,000-$19,999 -2.064205e-02
Income_$20,000-$24,999 -3.223018e-02
Income_$25,000-$34,999 -1.752747e-02
Income_$35,000-$49,999 -4.626103e-02
Income_$50,000-$74,999 -1.000707e-01
Income_$75,000 or more 2.523355e-01
Sex_Female -9.435188e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -9.435188e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 9.528171e-02
HighChol 1.175609e-01
CholCheck 1.452872e-02
Smoker 2.603581e-01
Stroke 4.114897e-03
HeartDiseaseorAttack 1.003054e-02
PhysActivity -1.716869e-01
Fruits -4.876494e-01
Veggies -1.446472e-01
HvyAlcoholConsump 3.756113e-02
AnyHealthcare 4.940312e-02
NoDocbcCost -4.274555e-02
DiffWalk 2.286110e-02
BMI_Underweight 1.665335e-16
BMI_Healthy weight 0.000000e+00
BMI_Overweight -1.037183e-16
BMI_Class 1 Obesity 1.387779e-17
BMI_Class 2 Obesity -6.938894e-18
BMI_Class 3 Obesity -1.734723e-18
GenHlth_Excellent -2.662942e-02
GenHlth_Very good -5.018491e-02
GenHlth_Good 5.048488e-02
GenHlth_Fair 1.257843e-02
GenHlth_Poor 1.375102e-02
MentHlth_0 3.641552e-02
MentHlth_1-5 -1.145054e-01
MentHlth_6-10 2.269688e-02
MentHlth_11-15 1.090033e-02
MentHlth_16-20 5.915877e-03
MentHlth_21-25 1.882808e-03
MentHlth_26-30 3.669398e-02
PhysHlth_0 3.341704e-02
PhysHlth_1-5 -7.551624e-02
PhysHlth_6-10 5.848044e-04
PhysHlth_11-15 1.115060e-02
PhysHlth_16-20 1.818644e-03
PhysHlth_21-25 2.953145e-03
PhysHlth_26-30 2.559201e-02
Education_Never attended school or only kinderg... -6.111091e-05
Education_Elementary -8.768134e-03
Education_Some high school -3.525742e-03
Education_High school graduate -4.667486e-02
Education_Some college or technical school 1.672540e-01
Education_College graduate -1.082242e-01
Income_Less than $10,000 5.099333e-03
Income_$10,000-$14,999 3.900334e-03
Income_$15,000-$19,999 -1.409373e-02
Income_$20,000-$24,999 -2.453751e-02
Income_$25,000-$34,999 -4.017243e-02
Income_$35,000-$49,999 -1.252498e-01
Income_$50,000-$74,999 -4.051020e-01
Income_$75,000 or more 6.001558e-01
Sex_Female -5.576150e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -5.576150e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 9.136038e-02
HighChol 5.852781e-02
CholCheck 7.270947e-03
Smoker -1.031919e-02
Stroke -6.620899e-03
HeartDiseaseorAttack -7.944085e-03
PhysActivity 8.555470e-02
Fruits 3.682176e-01
Veggies 1.351067e-01
HvyAlcoholConsump -1.553636e-02
AnyHealthcare 2.970455e-04
NoDocbcCost -3.250113e-03
DiffWalk -5.289154e-02
BMI_Underweight 4.163336e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.980613e-16
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -5.510410e-01
GenHlth_Very good 7.450989e-02
GenHlth_Good 6.369670e-01
GenHlth_Fair -1.271713e-01
GenHlth_Poor -3.326458e-02
MentHlth_0 2.201992e-02
MentHlth_1-5 1.778502e-02
MentHlth_6-10 -4.897788e-03
MentHlth_11-15 -8.421864e-04
MentHlth_16-20 7.140070e-05
MentHlth_21-25 -1.366006e-04
MentHlth_26-30 -3.399977e-02
PhysHlth_0 1.751000e-01
PhysHlth_1-5 -1.106406e-01
PhysHlth_6-10 8.029825e-04
PhysHlth_11-15 -9.920765e-03
PhysHlth_16-20 -6.937929e-03
PhysHlth_21-25 -4.918383e-03
PhysHlth_26-30 -4.348527e-02
Education_Never attended school or only kinderg... -5.036188e-04
Education_Elementary 2.614979e-03
Education_Some high school 1.549033e-03
Education_High school graduate 1.580616e-02
Education_Some college or technical school 1.813593e-02
Education_College graduate -3.760248e-02
Income_Less than $10,000 -1.166881e-02
Income_$10,000-$14,999 -5.259240e-03
Income_$15,000-$19,999 -1.476135e-03
Income_$20,000-$24,999 7.549178e-03
Income_$25,000-$34,999 -3.619085e-04
Income_$35,000-$49,999 9.944728e-03
Income_$50,000-$74,999 -1.447595e-01
Income_$75,000 or more 1.460316e-01
Sex_Female -9.862003e-18
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -9.862003e-18
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP 6.202647e-02
HighChol 1.116570e-01
CholCheck -1.536176e-03
Smoker 6.567359e-01
Stroke 1.207461e-02
HeartDiseaseorAttack 2.987713e-02
PhysActivity 5.775418e-02
Fruits 4.889910e-01
Veggies 1.614095e-01
HvyAlcoholConsump 4.707836e-02
AnyHealthcare -3.124005e-02
NoDocbcCost 8.399753e-02
DiffWalk 1.011988e-01
BMI_Underweight -1.179612e-16
BMI_Healthy weight -8.326673e-17
BMI_Overweight -1.159009e-16
BMI_Class 1 Obesity 4.163336e-17
BMI_Class 2 Obesity 7.632783e-17
BMI_Class 3 Obesity 4.857226e-17
GenHlth_Excellent 1.099493e-01
GenHlth_Very good -1.682501e-02
GenHlth_Good -2.574875e-01
GenHlth_Fair 1.189613e-01
GenHlth_Poor 4.540189e-02
MentHlth_0 -5.812003e-02
MentHlth_1-5 -6.376658e-02
MentHlth_6-10 1.490808e-02
MentHlth_11-15 2.657209e-02
MentHlth_16-20 1.015755e-02
MentHlth_21-25 4.496852e-03
MentHlth_26-30 6.575203e-02
PhysHlth_0 -1.813117e-02
PhysHlth_1-5 -1.201459e-01
PhysHlth_6-10 2.213980e-02
PhysHlth_11-15 2.245287e-02
PhysHlth_16-20 1.347950e-02
PhysHlth_21-25 6.262815e-03
PhysHlth_26-30 7.394208e-02
Education_Never attended school or only kinderg... -1.596900e-04
Education_Elementary -8.792928e-04
Education_Some high school 1.875248e-02
Education_High school graduate 1.986097e-01
Education_Some college or technical school -2.304286e-01
Education_College graduate 1.410542e-02
Income_Less than $10,000 2.975717e-02
Income_$10,000-$14,999 1.642971e-02
Income_$15,000-$19,999 3.297078e-02
Income_$20,000-$24,999 2.565973e-02
Income_$25,000-$34,999 6.149756e-03
Income_$35,000-$49,999 -3.823063e-02
Income_$50,000-$74,999 -1.649414e-01
Income_$75,000 or more 9.220492e-02
Sex_Female 7.999309e-18
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 7.999309e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP -1.887278e-01
HighChol -3.048594e-01
CholCheck -2.418620e-02
Smoker 6.093489e-01
Stroke -1.425349e-02
HeartDiseaseorAttack -3.032143e-02
PhysActivity 2.144590e-01
Fruits -2.114442e-01
Veggies 6.605874e-02
HvyAlcoholConsump 7.542645e-02
AnyHealthcare 8.455819e-02
NoDocbcCost -1.054421e-01
DiffWalk -9.860262e-02
BMI_Underweight 1.665335e-16
BMI_Healthy weight -8.326673e-17
BMI_Overweight 1.094465e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -2.441025e-02
GenHlth_Very good 1.238685e-02
GenHlth_Good 2.138276e-01
GenHlth_Fair -1.585344e-01
GenHlth_Poor -4.326982e-02
MentHlth_0 1.130306e-01
MentHlth_1-5 -5.735005e-02
MentHlth_6-10 4.041023e-04
MentHlth_11-15 -1.332488e-02
MentHlth_16-20 -1.134218e-03
MentHlth_21-25 -3.515984e-03
MentHlth_26-30 -3.810953e-02
PhysHlth_0 -2.338693e-02
PhysHlth_1-5 1.683424e-01
PhysHlth_6-10 -3.398884e-02
PhysHlth_11-15 -2.636546e-02
PhysHlth_16-20 -1.370372e-02
PhysHlth_21-25 -8.409414e-03
PhysHlth_26-30 -6.248804e-02
Education_Never attended school or only kinderg... -2.075865e-03
Education_Elementary -2.367515e-02
Education_Some high school -1.954367e-02
Education_High school graduate -2.774874e-01
Education_Some college or technical school 1.184315e-01
Education_College graduate 2.043506e-01
Income_Less than $10,000 -4.906471e-02
Income_$10,000-$14,999 -2.755065e-02
Income_$15,000-$19,999 -4.937554e-02
Income_$20,000-$24,999 -5.668010e-02
Income_$25,000-$34,999 -2.841767e-02
Income_$35,000-$49,999 1.738630e-02
Income_$50,000-$74,999 2.983215e-01
Income_$75,000 or more -1.046191e-01
Sex_Female 5.689553e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 5.689553e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... \
HighBP 3.056659e-01 ...
HighChol 6.147092e-01 ...
CholCheck 3.650481e-02 ...
Smoker 1.425426e-02 ...
Stroke 1.770147e-02 ...
HeartDiseaseorAttack 3.729471e-02 ...
PhysActivity 2.452928e-02 ...
Fruits 4.828938e-02 ...
Veggies 5.879394e-02 ...
HvyAlcoholConsump 6.024729e-03 ...
AnyHealthcare 6.693335e-02 ...
NoDocbcCost 8.993681e-03 ...
DiffWalk 8.115526e-02 ...
BMI_Underweight 8.326673e-17 ...
BMI_Healthy weight 0.000000e+00 ...
BMI_Overweight -2.071752e-17 ...
BMI_Class 1 Obesity -2.775558e-17 ...
BMI_Class 2 Obesity -8.326673e-17 ...
BMI_Class 3 Obesity 1.387779e-17 ...
GenHlth_Excellent -2.724690e-02 ...
GenHlth_Very good -3.030954e-02 ...
GenHlth_Good -7.134325e-02 ...
GenHlth_Fair 9.436319e-02 ...
GenHlth_Poor 3.453649e-02 ...
MentHlth_0 1.381486e-02 ...
MentHlth_1-5 -1.144320e-01 ...
MentHlth_6-10 2.356318e-02 ...
MentHlth_11-15 2.053902e-02 ...
MentHlth_16-20 7.113127e-03 ...
MentHlth_21-25 3.997519e-03 ...
MentHlth_26-30 4.540433e-02 ...
PhysHlth_0 4.857796e-02 ...
PhysHlth_1-5 -1.654320e-01 ...
PhysHlth_6-10 2.221439e-02 ...
PhysHlth_11-15 2.167535e-02 ...
PhysHlth_16-20 1.216817e-02 ...
PhysHlth_21-25 5.676250e-03 ...
PhysHlth_26-30 5.511990e-02 ...
Education_Never attended school or only kinderg... 3.930130e-04 ...
Education_Elementary -2.139040e-06 ...
Education_Some high school -2.217254e-03 ...
Education_High school graduate -4.945961e-01 ...
Education_Some college or technical school 2.584483e-01 ...
Education_College graduate 2.379742e-01 ...
Income_Less than $10,000 -3.882061e-03 ...
Income_$10,000-$14,999 1.084442e-03 ...
Income_$15,000-$19,999 -2.872109e-02 ...
Income_$20,000-$24,999 -3.816604e-02 ...
Income_$25,000-$34,999 -2.051053e-02 ...
Income_$35,000-$49,999 -5.167236e-02 ...
Income_$50,000-$74,999 2.400930e-01 ...
Income_$75,000 or more -9.822540e-02 ...
Sex_Female -2.733973e-17 ...
Sex_Male 0.000000e+00 ...
Age_18-29 0.000000e+00 ...
Age_30-49 -2.733973e-17 ...
Age_50-64 0.000000e+00 ...
Age_65+ 0.000000e+00 ...
PC49 PC50 PC51 \
HighBP 0.000000e+00 0.0 0.0
HighChol 1.522063e-18 0.0 0.0
CholCheck -7.463455e-17 0.0 0.0
Smoker -1.035243e-19 0.0 0.0
Stroke -1.445792e-18 0.0 0.0
HeartDiseaseorAttack -3.889378e-18 0.0 0.0
PhysActivity -3.371266e-18 0.0 0.0
Fruits -1.928948e-18 0.0 0.0
Veggies 1.782913e-18 0.0 0.0
HvyAlcoholConsump -1.877510e-17 0.0 0.0
AnyHealthcare 2.155344e-17 0.0 0.0
NoDocbcCost -1.043453e-18 0.0 0.0
DiffWalk 8.058728e-17 0.0 0.0
BMI_Underweight 2.702755e-09 0.0 0.0
BMI_Healthy weight 5.596162e-08 0.0 0.0
BMI_Overweight 7.507619e-09 0.0 0.0
BMI_Class 1 Obesity 3.202905e-08 0.0 0.0
BMI_Class 2 Obesity -8.561721e-08 0.0 0.0
BMI_Class 3 Obesity 1.934431e-07 0.0 0.0
GenHlth_Excellent 2.037579e-09 0.0 0.0
GenHlth_Very good 2.037579e-09 0.0 0.0
GenHlth_Good 2.037579e-09 0.0 0.0
GenHlth_Fair 2.037579e-09 0.0 0.0
GenHlth_Poor 2.037579e-09 0.0 0.0
MentHlth_0 -3.025719e-08 0.0 0.0
MentHlth_1-5 -3.025719e-08 0.0 0.0
MentHlth_6-10 -3.025719e-08 0.0 0.0
MentHlth_11-15 -3.025719e-08 0.0 0.0
MentHlth_16-20 -3.025719e-08 0.0 0.0
MentHlth_21-25 -3.025719e-08 0.0 0.0
MentHlth_26-30 -3.025719e-08 0.0 0.0
PhysHlth_0 1.365570e-08 0.0 0.0
PhysHlth_1-5 1.365570e-08 0.0 0.0
PhysHlth_6-10 1.365570e-08 0.0 0.0
PhysHlth_11-15 1.365570e-08 0.0 0.0
PhysHlth_16-20 1.365570e-08 0.0 0.0
PhysHlth_21-25 1.365570e-08 0.0 0.0
PhysHlth_26-30 1.365570e-08 0.0 0.0
Education_Never attended school or only kinderg... -4.459258e-08 0.0 0.0
Education_Elementary -4.459258e-08 0.0 0.0
Education_Some high school -4.459258e-08 0.0 0.0
Education_High school graduate -4.459258e-08 0.0 0.0
Education_Some college or technical school -4.459258e-08 0.0 0.0
Education_College graduate -4.459258e-08 0.0 0.0
Income_Less than $10,000 1.450932e-07 0.0 0.0
Income_$10,000-$14,999 1.450932e-07 0.0 0.0
Income_$15,000-$19,999 1.450932e-07 0.0 0.0
Income_$20,000-$24,999 1.450932e-07 0.0 0.0
Income_$25,000-$34,999 1.450932e-07 0.0 0.0
Income_$35,000-$49,999 1.450932e-07 0.0 0.0
Income_$50,000-$74,999 1.450932e-07 0.0 0.0
Income_$75,000 or more 1.450932e-07 0.0 0.0
Sex_Female 7.071069e-01 0.0 0.0
Sex_Male 0.000000e+00 0.0 0.0
Age_18-29 0.000000e+00 0.0 0.0
Age_30-49 -7.071067e-01 0.0 0.0
Age_50-64 0.000000e+00 0.0 1.0
Age_65+ 0.000000e+00 1.0 0.0
PC52 PC53 PC54 \
HighBP -0.0 0.0 -0.000000e+00
HighChol -0.0 0.0 2.536553e-17
CholCheck -0.0 0.0 -2.670922e-16
Smoker -0.0 0.0 -1.335202e-16
Stroke -0.0 0.0 -2.268039e-15
HeartDiseaseorAttack -0.0 0.0 3.519779e-16
PhysActivity -0.0 0.0 8.185194e-17
Fruits -0.0 0.0 -5.574592e-17
Veggies -0.0 0.0 4.990351e-17
HvyAlcoholConsump -0.0 0.0 1.981491e-16
AnyHealthcare -0.0 0.0 -1.388836e-16
NoDocbcCost -0.0 0.0 -1.777244e-16
DiffWalk -0.0 0.0 -5.218613e-16
BMI_Underweight -0.0 0.0 -1.404426e-01
BMI_Healthy weight -0.0 0.0 2.468894e-01
BMI_Overweight -0.0 0.0 1.862790e-01
BMI_Class 1 Obesity -0.0 0.0 2.177587e-01
BMI_Class 2 Obesity -0.0 0.0 4.420754e-01
BMI_Class 3 Obesity -0.0 0.0 5.041197e-01
GenHlth_Excellent -0.0 0.0 1.293083e-01
GenHlth_Very good -0.0 0.0 1.293083e-01
GenHlth_Good -0.0 0.0 1.293083e-01
GenHlth_Fair -0.0 0.0 1.293083e-01
GenHlth_Poor -0.0 0.0 1.293083e-01
MentHlth_0 -0.0 0.0 -2.307417e-02
MentHlth_1-5 -0.0 0.0 -2.307417e-02
MentHlth_6-10 -0.0 0.0 -2.307417e-02
MentHlth_11-15 -0.0 0.0 -2.307417e-02
MentHlth_16-20 -0.0 0.0 -2.307417e-02
MentHlth_21-25 -0.0 0.0 -2.307417e-02
MentHlth_26-30 -0.0 0.0 -2.307417e-02
PhysHlth_0 -0.0 0.0 4.489712e-02
PhysHlth_1-5 -0.0 0.0 4.489712e-02
PhysHlth_6-10 -0.0 0.0 4.489712e-02
PhysHlth_11-15 -0.0 0.0 4.489712e-02
PhysHlth_16-20 -0.0 0.0 4.489712e-02
PhysHlth_21-25 -0.0 0.0 4.489712e-02
PhysHlth_26-30 -0.0 0.0 4.489712e-02
Education_Never attended school or only kinderg... -0.0 0.0 -1.516572e-01
Education_Elementary -0.0 0.0 -1.516572e-01
Education_Some high school -0.0 0.0 -1.516572e-01
Education_High school graduate -0.0 0.0 -1.516572e-01
Education_Some college or technical school -0.0 0.0 -1.516572e-01
Education_College graduate -0.0 0.0 -1.516572e-01
Income_Less than $10,000 -0.0 0.0 -1.025447e-01
Income_$10,000-$14,999 -0.0 0.0 -1.025447e-01
Income_$15,000-$19,999 -0.0 0.0 -1.025447e-01
Income_$20,000-$24,999 -0.0 0.0 -1.025447e-01
Income_$25,000-$34,999 -0.0 0.0 -1.025447e-01
Income_$35,000-$49,999 -0.0 0.0 -1.025447e-01
Income_$50,000-$74,999 -0.0 0.0 -1.025447e-01
Income_$75,000 or more -0.0 0.0 -1.025447e-01
Sex_Female -0.0 0.0 1.789862e-01
Sex_Male 1.0 0.0 -0.000000e+00
Age_18-29 -0.0 1.0 -0.000000e+00
Age_30-49 -0.0 0.0 1.789863e-01
Age_50-64 -0.0 0.0 -0.000000e+00
Age_65+ -0.0 0.0 -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 6.087726e-17
CholCheck 3.291841e-16
Smoker 1.543317e-17
Stroke 1.220040e-15
HeartDiseaseorAttack -4.046013e-17
PhysActivity -8.556758e-19
Fruits 1.994272e-17
Veggies 7.344010e-18
HvyAlcoholConsump 2.163085e-16
AnyHealthcare -3.834515e-18
NoDocbcCost -1.808578e-16
DiffWalk 2.054020e-16
BMI_Underweight 6.766398e-01
BMI_Healthy weight 2.081421e-01
BMI_Overweight 1.646960e-01
BMI_Class 1 Obesity -3.264173e-01
BMI_Class 2 Obesity -3.507689e-01
BMI_Class 3 Obesity 3.640043e-01
GenHlth_Excellent 3.610464e-02
GenHlth_Very good 3.610464e-02
GenHlth_Good 3.610464e-02
GenHlth_Fair 3.610464e-02
GenHlth_Poor 3.610464e-02
MentHlth_0 1.941165e-02
MentHlth_1-5 1.941165e-02
MentHlth_6-10 1.941165e-02
MentHlth_11-15 1.941165e-02
MentHlth_16-20 1.941165e-02
MentHlth_21-25 1.941165e-02
MentHlth_26-30 1.941165e-02
PhysHlth_0 -6.599644e-03
PhysHlth_1-5 -6.599644e-03
PhysHlth_6-10 -6.599644e-03
PhysHlth_11-15 -6.599644e-03
PhysHlth_16-20 -6.599644e-03
PhysHlth_21-25 -6.599644e-03
PhysHlth_26-30 -6.599644e-03
Education_Never attended school or only kinderg... -2.879107e-02
Education_Elementary -2.879107e-02
Education_Some high school -2.879107e-02
Education_High school graduate -2.879107e-02
Education_Some college or technical school -2.879107e-02
Education_College graduate -2.879107e-02
Income_Less than $10,000 -7.920233e-02
Income_$10,000-$14,999 -7.920233e-02
Income_$15,000-$19,999 -7.920233e-02
Income_$20,000-$24,999 -7.920233e-02
Income_$25,000-$34,999 -7.920233e-02
Income_$35,000-$49,999 -7.920233e-02
Income_$50,000-$74,999 -7.920233e-02
Income_$75,000 or more -7.920233e-02
Sex_Female -1.500109e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -1.500109e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 8.640133e-18
CholCheck 4.243637e-16
Smoker 1.799211e-17
Stroke -3.382600e-15
HeartDiseaseorAttack 6.818017e-16
PhysActivity 2.103642e-16
Fruits 5.111487e-17
Veggies -2.945948e-17
HvyAlcoholConsump 2.674400e-16
AnyHealthcare -3.753559e-16
NoDocbcCost -4.526106e-17
DiffWalk -9.566417e-17
BMI_Underweight 2.553693e-01
BMI_Healthy weight -4.279582e-01
BMI_Overweight 4.319903e-01
BMI_Class 1 Obesity 1.117254e-01
BMI_Class 2 Obesity 1.486259e-01
BMI_Class 3 Obesity -1.067702e-01
GenHlth_Excellent -1.269763e-01
GenHlth_Very good -1.269763e-01
GenHlth_Good -1.269763e-01
GenHlth_Fair -1.269763e-01
GenHlth_Poor -1.269763e-01
MentHlth_0 -7.549470e-02
MentHlth_1-5 -7.549470e-02
MentHlth_6-10 -7.549470e-02
MentHlth_11-15 -7.549470e-02
MentHlth_16-20 -7.549470e-02
MentHlth_21-25 -7.549470e-02
MentHlth_26-30 -7.549470e-02
PhysHlth_0 -1.955629e-01
PhysHlth_1-5 -1.955629e-01
PhysHlth_6-10 -1.955629e-01
PhysHlth_11-15 -1.955629e-01
PhysHlth_16-20 -1.955629e-01
PhysHlth_21-25 -1.955629e-01
PhysHlth_26-30 -1.955629e-01
Education_Never attended school or only kinderg... -1.387781e-01
Education_Elementary -1.387781e-01
Education_Some high school -1.387781e-01
Education_High school graduate -1.387781e-01
Education_Some college or technical school -1.387781e-01
Education_College graduate -1.387781e-01
Income_Less than $10,000 1.621073e-03
Income_$10,000-$14,999 1.621073e-03
Income_$15,000-$19,999 1.621073e-03
Income_$20,000-$24,999 1.621073e-03
Income_$25,000-$34,999 1.621073e-03
Income_$35,000-$49,999 1.621073e-03
Income_$50,000-$74,999 1.621073e-03
Income_$75,000 or more 1.621073e-03
Sex_Female 8.731678e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 8.731678e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 0.000000e+00
HighChol -1.521932e-17 2.156070e-17
CholCheck 3.616664e-16 5.024706e-16
Smoker -3.181756e-17 1.598497e-16
Stroke 9.667106e-16 4.819864e-16
HeartDiseaseorAttack -3.017091e-16 -4.268977e-17
PhysActivity -2.328322e-17 -5.584897e-17
Fruits 8.087798e-17 6.303723e-17
Veggies 5.177243e-18 3.946964e-16
HvyAlcoholConsump -9.713312e-18 -2.891920e-16
AnyHealthcare 2.203450e-16 -1.882837e-16
NoDocbcCost 6.195287e-17 -1.622893e-16
DiffWalk 7.642583e-17 2.587622e-16
BMI_Underweight 3.297554e-01 -2.757668e-01
BMI_Healthy weight -2.543363e-01 2.883426e-01
BMI_Overweight -1.599402e-01 5.016266e-01
BMI_Class 1 Obesity 2.272341e-01 -4.826146e-01
BMI_Class 2 Obesity -2.055192e-01 -3.733436e-03
BMI_Class 3 Obesity -3.588027e-02 2.265572e-04
GenHlth_Excellent 6.194384e-02 -8.654078e-02
GenHlth_Very good 6.194384e-02 -8.654078e-02
GenHlth_Good 6.194384e-02 -8.654078e-02
GenHlth_Fair 6.194384e-02 -8.654078e-02
GenHlth_Poor 6.194384e-02 -8.654078e-02
MentHlth_0 -6.399840e-02 -9.862276e-02
MentHlth_1-5 -6.399840e-02 -9.862276e-02
MentHlth_6-10 -6.399840e-02 -9.862276e-02
MentHlth_11-15 -6.399840e-02 -9.862276e-02
MentHlth_16-20 -6.399840e-02 -9.862276e-02
MentHlth_21-25 -6.399840e-02 -9.862276e-02
MentHlth_26-30 -6.399840e-02 -9.862276e-02
PhysHlth_0 7.561155e-02 -1.211258e-02
PhysHlth_1-5 7.561155e-02 -1.211258e-02
PhysHlth_6-10 7.561155e-02 -1.211258e-02
PhysHlth_11-15 7.561155e-02 -1.211258e-02
PhysHlth_16-20 7.561155e-02 -1.211258e-02
PhysHlth_21-25 7.561155e-02 -1.211258e-02
PhysHlth_26-30 7.561155e-02 -1.211258e-02
Education_Never attended school or only kinderg... 1.197653e-01 1.572466e-01
Education_Elementary 1.197653e-01 1.572466e-01
Education_Some high school 1.197653e-01 1.572466e-01
Education_High school graduate 1.197653e-01 1.572466e-01
Education_Some college or technical school 1.197653e-01 1.572466e-01
Education_College graduate 1.197653e-01 1.572466e-01
Income_Less than $10,000 -6.693528e-02 -1.229912e-02
Income_$10,000-$14,999 -6.693528e-02 -1.229912e-02
Income_$15,000-$19,999 -6.693528e-02 -1.229912e-02
Income_$20,000-$24,999 -6.693528e-02 -1.229912e-02
Income_$25,000-$34,999 -6.693528e-02 -1.229912e-02
Income_$35,000-$49,999 -6.693528e-02 -1.229912e-02
Income_$50,000-$74,999 -6.693528e-02 -1.229912e-02
Income_$75,000 or more -6.693528e-02 -1.229912e-02
Sex_Female 4.980222e-01 2.237446e-01
Sex_Male -0.000000e+00 0.000000e+00
Age_18-29 -0.000000e+00 0.000000e+00
Age_30-49 4.980221e-01 2.237446e-01
Age_50-64 -0.000000e+00 0.000000e+00
Age_65+ -0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_18:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.318538 -0.414419 0.203534 1.116298 -0.171100 -0.965485 -0.396470
1 0.639037 -0.690414 0.158547 1.074619 -0.218524 0.564983 -0.489433
2 0.220085 0.397530 -0.767226 0.081066 -0.351433 -0.373966 0.784862
3 -0.972074 -0.170975 0.960102 0.085461 0.477366 -0.259576 -0.016807
4 0.432322 -1.586503 0.245292 0.246729 0.146624 -0.084108 -0.060362
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.475043 0.427778 0.021913 ... -8.369638e-18 0.0 0.0 0.0 0.0
1 -0.659809 0.311709 -0.358670 ... -8.369638e-18 0.0 0.0 0.0 0.0
2 -0.159253 -0.127183 0.629384 ... 1.026527e-16 0.0 0.0 0.0 0.0
3 0.566774 0.297703 0.041853 ... -1.193919e-16 0.0 0.0 0.0 0.0
4 -0.119888 -0.293943 -0.410388 ... -8.369638e-18 0.0 0.0 0.0 0.0
PC54 PC55 PC56 PC57 PC58
0 -2.220446e-16 5.551115e-17 -4.163336e-17 -2.220446e-16 -4.440892e-16
1 1.110223e-16 2.220446e-16 1.110223e-16 -1.110223e-16 -6.661338e-16
2 1.110223e-16 -5.551115e-17 3.608225e-16 2.220446e-16 -1.110223e-16
3 1.110223e-16 0.000000e+00 1.304512e-15 5.551115e-16 -7.771561e-16
4 0.000000e+00 0.000000e+00 -3.330669e-16 1.110223e-16 3.330669e-16
[5 rows x 58 columns]
For Subset_18, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_19:
[1.18810322e-01 8.60618235e-02 7.38520996e-02 5.95698756e-02
5.74371841e-02 5.56306867e-02 5.34735295e-02 4.92139566e-02
4.48630376e-02 4.03281798e-02 3.79642597e-02 3.39523273e-02
3.10762144e-02 3.01363099e-02 2.47810066e-02 2.07007474e-02
1.67106244e-02 1.59710818e-02 1.41316235e-02 1.30294423e-02
1.25704016e-02 1.10371865e-02 1.02324827e-02 9.84076114e-03
8.86743299e-03 8.43526904e-03 7.94138989e-03 6.93516805e-03
6.42537264e-03 5.95462064e-03 5.69253720e-03 5.27469252e-03
4.78370741e-03 3.97841825e-03 3.84905798e-03 3.51589674e-03
2.25470449e-03 1.83803118e-03 1.56691416e-03 1.19752321e-03
1.14099356e-04 1.72987391e-17 7.12428969e-18 2.01954099e-18
5.65551025e-20 1.98959081e-33 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_19:
[0.11881032 0.20487215 0.27872424 0.33829412 0.3957313 0.45136199
0.50483552 0.55404948 0.59891252 0.63924069 0.67720495 0.71115728
0.7422335 0.77236981 0.79715081 0.81785156 0.83456218 0.85053327
0.86466489 0.87769433 0.89026473 0.90130192 0.9115344 0.92137516
0.9302426 0.93867787 0.94661926 0.95355442 0.9599798 0.96593442
0.97162695 0.97690165 0.98168535 0.98566377 0.98951283 0.99302873
0.99528343 0.99712146 0.99868838 0.9998859 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_19:
PC1 \
HighBP -2.040338e-01
HighChol -1.340632e-01
CholCheck 1.069470e-02
Smoker -2.365339e-01
Stroke -1.472733e-02
HeartDiseaseorAttack -3.429150e-02
PhysActivity 1.693426e-01
Fruits 1.262508e-01
Veggies 1.127553e-01
HvyAlcoholConsump -3.261178e-02
AnyHealthcare 7.292239e-02
NoDocbcCost -1.175243e-01
DiffWalk -1.110746e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight 0.000000e+00
BMI_Overweight -2.067952e-25
BMI_Class 1 Obesity -1.001134e-17
BMI_Class 2 Obesity -6.462349e-27
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 7.285944e-02
GenHlth_Very good 3.172085e-01
GenHlth_Good -2.416071e-01
GenHlth_Fair -1.060666e-01
GenHlth_Poor -4.239428e-02
MentHlth_0 2.213604e-01
MentHlth_1-5 -6.886773e-02
MentHlth_6-10 -3.416479e-02
MentHlth_11-15 -3.004134e-02
MentHlth_16-20 -1.736169e-02
MentHlth_21-25 -9.037689e-03
MentHlth_26-30 -6.188720e-02
PhysHlth_0 2.608281e-01
PhysHlth_1-5 -1.102723e-01
PhysHlth_6-10 -3.434500e-02
PhysHlth_11-15 -2.476521e-02
PhysHlth_16-20 -1.218602e-02
PhysHlth_21-25 -7.209974e-03
PhysHlth_26-30 -7.204951e-02
Education_Never attended school or only kinderg... -1.163692e-04
Education_Elementary -1.526557e-02
Education_Some high school -3.555075e-02
Education_High school graduate -2.143336e-01
Education_Some college or technical school -1.610380e-01
Education_College graduate 4.263043e-01
Income_Less than $10,000 -3.854916e-02
Income_$10,000-$14,999 -3.696662e-02
Income_$15,000-$19,999 -4.608075e-02
Income_$20,000-$24,999 -4.612339e-02
Income_$25,000-$34,999 -6.020223e-02
Income_$35,000-$49,999 -9.634005e-02
Income_$50,000-$74,999 -1.030497e-01
Income_$75,000 or more 4.273119e-01
Sex_Female 0.000000e+00
Sex_Male -1.001134e-17
Age_18-29 0.000000e+00
Age_30-49 -1.001134e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -1.561316e-01
HighChol -2.163511e-01
CholCheck -2.470369e-02
Smoker 1.414179e-01
Stroke -5.042938e-03
HeartDiseaseorAttack -1.579413e-02
PhysActivity -5.099493e-02
Fruits 3.398970e-02
Veggies -1.876784e-02
HvyAlcoholConsump 4.398783e-03
AnyHealthcare -4.934792e-02
NoDocbcCost -3.053592e-02
DiffWalk -4.795127e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 6.776264e-21
BMI_Overweight 8.470329e-22
BMI_Class 1 Obesity 1.527419e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -3.970467e-23
GenHlth_Excellent 9.689803e-02
GenHlth_Very good 8.056629e-02
GenHlth_Good -1.145822e-01
GenHlth_Fair -4.543407e-02
GenHlth_Poor -1.744810e-02
MentHlth_0 3.948854e-01
MentHlth_1-5 -2.794821e-01
MentHlth_6-10 -4.304183e-02
MentHlth_11-15 -2.241428e-02
MentHlth_16-20 -1.375498e-02
MentHlth_21-25 -6.458399e-03
MentHlth_26-30 -2.973383e-02
PhysHlth_0 4.428932e-01
PhysHlth_1-5 -3.599400e-01
PhysHlth_6-10 -2.667598e-02
PhysHlth_11-15 -1.583764e-02
PhysHlth_16-20 -6.098857e-03
PhysHlth_21-25 -4.194530e-03
PhysHlth_26-30 -3.014614e-02
Education_Never attended school or only kinderg... 7.569888e-04
Education_Elementary 7.107783e-03
Education_Some high school 9.084897e-03
Education_High school graduate 2.001037e-01
Education_Some college or technical school 1.757407e-01
Education_College graduate -3.927941e-01
Income_Less than $10,000 1.840816e-03
Income_$10,000-$14,999 -2.300922e-03
Income_$15,000-$19,999 8.110841e-03
Income_$20,000-$24,999 1.607750e-02
Income_$25,000-$34,999 2.919593e-02
Income_$35,000-$49,999 6.448261e-02
Income_$50,000-$74,999 1.202157e-01
Income_$75,000 or more -2.376224e-01
Sex_Female -0.000000e+00
Sex_Male 1.527389e-17
Age_18-29 -0.000000e+00
Age_30-49 1.527389e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP 4.928256e-02
HighChol 7.276497e-02
CholCheck 6.468711e-03
Smoker -1.212759e-01
Stroke -5.719628e-03
HeartDiseaseorAttack -8.298290e-03
PhysActivity 1.180649e-02
Fruits 3.417796e-02
Veggies 1.450680e-02
HvyAlcoholConsump 1.833472e-03
AnyHealthcare 2.464539e-02
NoDocbcCost -3.421144e-02
DiffWalk -4.194236e-02
BMI_Underweight -8.673617e-19
BMI_Healthy weight 2.168404e-19
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.813742e-17
BMI_Class 2 Obesity -1.355253e-20
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 7.051979e-02
GenHlth_Very good -5.988422e-01
GenHlth_Good 6.172567e-01
GenHlth_Fair -6.226259e-02
GenHlth_Poor -2.667177e-02
MentHlth_0 2.149175e-01
MentHlth_1-5 -1.392577e-01
MentHlth_6-10 -2.120291e-02
MentHlth_11-15 -1.133211e-02
MentHlth_16-20 -7.828251e-03
MentHlth_21-25 -5.435486e-03
MentHlth_26-30 -2.986102e-02
PhysHlth_0 2.164884e-01
PhysHlth_1-5 -1.493732e-01
PhysHlth_6-10 -1.303809e-02
PhysHlth_11-15 -1.339366e-02
PhysHlth_16-20 -4.312087e-03
PhysHlth_21-25 -2.448060e-03
PhysHlth_26-30 -3.392329e-02
Education_Never attended school or only kinderg... 9.868628e-05
Education_Elementary 2.979760e-03
Education_Some high school 5.773166e-03
Education_High school graduate 3.004536e-02
Education_Some college or technical school -1.872188e-01
Education_College graduate 1.483218e-01
Income_Less than $10,000 -8.578277e-03
Income_$10,000-$14,999 -1.328193e-02
Income_$15,000-$19,999 -1.697721e-02
Income_$20,000-$24,999 8.039932e-04
Income_$25,000-$34,999 -2.441011e-02
Income_$35,000-$49,999 -3.075610e-02
Income_$50,000-$74,999 -5.567946e-02
Income_$75,000 or more 1.488791e-01
Sex_Female -0.000000e+00
Sex_Male -1.815369e-17
Age_18-29 -0.000000e+00
Age_30-49 -1.815369e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP -2.285444e-01
HighChol -2.572269e-01
CholCheck -4.782031e-03
Smoker 1.816173e-02
Stroke -6.022434e-03
HeartDiseaseorAttack -1.743118e-02
PhysActivity 1.702344e-01
Fruits 5.877127e-01
Veggies 3.194519e-01
HvyAlcoholConsump -1.266917e-02
AnyHealthcare 7.343988e-03
NoDocbcCost -9.474435e-03
DiffWalk -2.568678e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 5.972124e-17
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity 3.469447e-18
GenHlth_Excellent 1.126546e-01
GenHlth_Very good -1.674379e-01
GenHlth_Good 1.372632e-01
GenHlth_Fair -7.336059e-02
GenHlth_Poor -9.119312e-03
MentHlth_0 -1.044768e-01
MentHlth_1-5 7.418187e-02
MentHlth_6-10 2.568759e-02
MentHlth_11-15 2.798843e-03
MentHlth_16-20 1.117821e-03
MentHlth_21-25 -3.159723e-03
MentHlth_26-30 3.850385e-03
PhysHlth_0 -1.209578e-01
PhysHlth_1-5 1.296057e-01
PhysHlth_6-10 -1.374728e-03
PhysHlth_11-15 -3.571000e-04
PhysHlth_16-20 -2.397209e-03
PhysHlth_21-25 -9.807848e-04
PhysHlth_26-30 -3.538117e-03
Education_Never attended school or only kinderg... 5.963893e-05
Education_Elementary -3.110261e-03
Education_Some high school -1.237185e-02
Education_High school graduate -2.992502e-01
Education_Some college or technical school 4.249121e-01
Education_College graduate -1.102394e-01
Income_Less than $10,000 -1.635036e-02
Income_$10,000-$14,999 -2.240121e-02
Income_$15,000-$19,999 -8.550909e-03
Income_$20,000-$24,999 -5.064213e-03
Income_$25,000-$34,999 -6.561301e-04
Income_$35,000-$49,999 3.788064e-02
Income_$50,000-$74,999 5.797285e-02
Income_$75,000 or more -4.283067e-02
Sex_Female -0.000000e+00
Sex_Male 5.141936e-17
Age_18-29 -0.000000e+00
Age_30-49 5.141936e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP 1.809151e-01
HighChol 1.584334e-01
CholCheck 2.336407e-02
Smoker 1.363695e-01
Stroke 8.055638e-03
HeartDiseaseorAttack 2.486170e-02
PhysActivity 9.442767e-03
Fruits 5.708442e-01
Veggies 2.622747e-01
HvyAlcoholConsump -5.663047e-03
AnyHealthcare -3.782734e-02
NoDocbcCost 6.203309e-02
DiffWalk 6.898306e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 4.714664e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity -1.110223e-16
GenHlth_Excellent 4.414225e-03
GenHlth_Very good 4.319004e-02
GenHlth_Good -1.438398e-01
GenHlth_Fair 7.064055e-02
GenHlth_Poor 2.559497e-02
MentHlth_0 1.142543e-01
MentHlth_1-5 -1.204354e-01
MentHlth_6-10 -1.200659e-02
MentHlth_11-15 7.200579e-03
MentHlth_16-20 3.653103e-03
MentHlth_21-25 -2.838483e-04
MentHlth_26-30 7.617925e-03
PhysHlth_0 -8.898617e-02
PhysHlth_1-5 9.517230e-03
PhysHlth_6-10 6.452142e-03
PhysHlth_11-15 1.845266e-02
PhysHlth_16-20 5.943238e-03
PhysHlth_21-25 6.477307e-03
PhysHlth_26-30 4.214359e-02
Education_Never attended school or only kinderg... 3.742980e-04
Education_Elementary 8.436928e-03
Education_Some high school 1.200541e-02
Education_High school graduate 2.907614e-01
Education_Some college or technical school -4.930126e-01
Education_College graduate 1.814346e-01
Income_Less than $10,000 9.551721e-03
Income_$10,000-$14,999 1.308600e-02
Income_$15,000-$19,999 1.478983e-02
Income_$20,000-$24,999 3.386028e-02
Income_$25,000-$34,999 1.706580e-02
Income_$35,000-$49,999 3.813586e-02
Income_$50,000-$74,999 1.356668e-01
Income_$75,000 or more -2.621563e-01
Sex_Female -0.000000e+00
Sex_Male -6.263497e-17
Age_18-29 -0.000000e+00
Age_30-49 -6.263497e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 4.685831e-01
HighChol 5.239721e-01
CholCheck 3.854118e-02
Smoker 2.519491e-01
Stroke 3.980515e-03
HeartDiseaseorAttack 2.841270e-02
PhysActivity 2.564659e-02
Fruits 1.656526e-01
Veggies 1.520000e-01
HvyAlcoholConsump 4.510607e-02
AnyHealthcare 4.410441e-02
NoDocbcCost 6.339053e-03
DiffWalk 1.889970e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 6.938894e-18
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 5.822870e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -8.323696e-02
GenHlth_Very good 8.937977e-02
GenHlth_Good -4.005353e-02
GenHlth_Fair 1.793878e-02
GenHlth_Poor 1.597193e-02
MentHlth_0 -4.978236e-02
MentHlth_1-5 2.606342e-02
MentHlth_6-10 4.108982e-03
MentHlth_11-15 3.664416e-03
MentHlth_16-20 1.233660e-03
MentHlth_21-25 -1.036167e-03
MentHlth_26-30 1.574805e-02
PhysHlth_0 2.452210e-01
PhysHlth_1-5 -2.616023e-01
PhysHlth_6-10 -2.712527e-03
PhysHlth_11-15 2.060961e-03
PhysHlth_16-20 3.248566e-03
PhysHlth_21-25 -1.395858e-03
PhysHlth_26-30 1.518020e-02
Education_Never attended school or only kinderg... -3.852505e-04
Education_Elementary -3.305811e-03
Education_Some high school -1.131213e-03
Education_High school graduate -1.859978e-01
Education_Some college or technical school 3.052825e-01
Education_College graduate -1.144624e-01
Income_Less than $10,000 5.925656e-03
Income_$10,000-$14,999 3.010291e-03
Income_$15,000-$19,999 -1.060525e-02
Income_$20,000-$24,999 -1.835944e-02
Income_$25,000-$34,999 -3.206819e-02
Income_$35,000-$49,999 -6.915290e-02
Income_$50,000-$74,999 -1.401169e-01
Income_$75,000 or more 2.613668e-01
Sex_Female 0.000000e+00
Sex_Male 4.135215e-17
Age_18-29 0.000000e+00
Age_30-49 4.135215e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 1.637356e-01
HighChol 1.385795e-01
CholCheck 2.647819e-02
Smoker -1.997835e-01
Stroke 4.215525e-03
HeartDiseaseorAttack 1.620303e-02
PhysActivity -6.325310e-02
Fruits -1.808531e-02
Veggies -8.290227e-03
HvyAlcoholConsump -2.659572e-02
AnyHealthcare 1.461042e-02
NoDocbcCost -8.559291e-03
DiffWalk 2.960749e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.857615e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent 1.269288e-02
GenHlth_Very good 9.969147e-03
GenHlth_Good -6.756281e-02
GenHlth_Fair 3.254002e-02
GenHlth_Poor 1.236076e-02
MentHlth_0 5.593573e-01
MentHlth_1-5 -4.632927e-01
MentHlth_6-10 -3.356072e-02
MentHlth_11-15 -1.868047e-02
MentHlth_16-20 -1.334886e-02
MentHlth_21-25 -1.648193e-03
MentHlth_26-30 -2.882639e-02
PhysHlth_0 -4.065864e-01
PhysHlth_1-5 3.487496e-01
PhysHlth_6-10 1.731023e-02
PhysHlth_11-15 1.188020e-02
PhysHlth_16-20 2.070698e-03
PhysHlth_21-25 1.178895e-04
PhysHlth_26-30 2.645776e-02
Education_Never attended school or only kinderg... 1.294857e-05
Education_Elementary -1.468811e-03
Education_Some high school -1.928278e-03
Education_High school graduate -7.852890e-02
Education_Some college or technical school 2.035081e-01
Education_College graduate -1.215950e-01
Income_Less than $10,000 -7.564728e-05
Income_$10,000-$14,999 2.207510e-03
Income_$15,000-$19,999 -4.621112e-03
Income_$20,000-$24,999 3.405874e-03
Income_$25,000-$34,999 -1.010523e-02
Income_$35,000-$49,999 -1.455942e-02
Income_$50,000-$74,999 -8.734325e-02
Income_$75,000 or more 1.110913e-01
Sex_Female -0.000000e+00
Sex_Male 2.655048e-17
Age_18-29 -0.000000e+00
Age_30-49 2.655048e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -1.205372e-01
HighChol -2.257994e-01
CholCheck 5.292300e-03
Smoker 3.646582e-01
Stroke 6.293132e-04
HeartDiseaseorAttack -5.308717e-04
PhysActivity -2.863632e-02
Fruits 1.025338e-01
Veggies 5.462525e-02
HvyAlcoholConsump 3.807575e-02
AnyHealthcare 1.780216e-02
NoDocbcCost -4.418807e-02
DiffWalk -6.669065e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 1.665335e-16
BMI_Class 1 Obesity -7.291367e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -3.106585e-02
GenHlth_Very good 1.055622e-02
GenHlth_Good 4.255434e-02
GenHlth_Fair -1.676503e-02
GenHlth_Poor -5.279672e-03
MentHlth_0 -3.772204e-02
MentHlth_1-5 2.374031e-02
MentHlth_6-10 7.879448e-03
MentHlth_11-15 8.504444e-03
MentHlth_16-20 -8.412111e-04
MentHlth_21-25 6.462562e-04
MentHlth_26-30 -2.207209e-03
PhysHlth_0 -1.221718e-01
PhysHlth_1-5 1.151129e-01
PhysHlth_6-10 1.077141e-02
PhysHlth_11-15 3.835255e-03
PhysHlth_16-20 -2.630751e-03
PhysHlth_21-25 5.819233e-06
PhysHlth_26-30 -4.922850e-03
Education_Never attended school or only kinderg... -3.204640e-04
Education_Elementary -7.834403e-03
Education_Some high school -8.536211e-03
Education_High school graduate 4.353452e-01
Education_Some college or technical school -1.289010e-01
Education_College graduate -2.897531e-01
Income_Less than $10,000 -3.461250e-03
Income_$10,000-$14,999 2.708513e-03
Income_$15,000-$19,999 5.627985e-03
Income_$20,000-$24,999 6.014862e-03
Income_$25,000-$34,999 -1.619005e-02
Income_$35,000-$49,999 -5.787703e-02
Income_$50,000-$74,999 -4.447577e-01
Income_$75,000 or more 5.079346e-01
Sex_Female -0.000000e+00
Sex_Male -1.780455e-17
Age_18-29 -0.000000e+00
Age_30-49 -1.780455e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -1.709204e-01
HighChol -3.143896e-02
CholCheck -2.801312e-02
Smoker 7.723875e-01
Stroke -2.216229e-03
HeartDiseaseorAttack -6.907363e-03
PhysActivity -3.979747e-02
Fruits -2.304855e-01
Veggies 8.601361e-02
HvyAlcoholConsump 3.913008e-02
AnyHealthcare 6.087186e-03
NoDocbcCost -1.079361e-02
DiffWalk -9.991019e-03
BMI_Underweight -5.551115e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 7.632095e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent -7.174918e-02
GenHlth_Very good 1.495456e-02
GenHlth_Good 1.057620e-01
GenHlth_Fair -4.940127e-02
GenHlth_Poor 4.339062e-04
MentHlth_0 1.631517e-01
MentHlth_1-5 -1.623646e-01
MentHlth_6-10 -6.841495e-03
MentHlth_11-15 1.011442e-03
MentHlth_16-20 3.871107e-03
MentHlth_21-25 2.406751e-03
MentHlth_26-30 -1.234927e-03
PhysHlth_0 -8.285793e-02
PhysHlth_1-5 8.677137e-02
PhysHlth_6-10 2.689730e-03
PhysHlth_11-15 -4.708120e-03
PhysHlth_16-20 -5.255017e-04
PhysHlth_21-25 9.147688e-05
PhysHlth_26-30 -1.461030e-03
Education_Never attended school or only kinderg... -3.832139e-04
Education_Elementary 2.895489e-03
Education_Some high school 2.267854e-02
Education_High school graduate -3.080482e-01
Education_Some college or technical school -3.126341e-02
Education_College graduate 3.141208e-01
Income_Less than $10,000 -4.124994e-03
Income_$10,000-$14,999 -6.332838e-03
Income_$15,000-$19,999 -4.524742e-03
Income_$20,000-$24,999 -1.084170e-02
Income_$25,000-$34,999 -3.468860e-02
Income_$35,000-$49,999 -3.322177e-02
Income_$50,000-$74,999 1.469960e-01
Income_$75,000 or more -5.326134e-02
Sex_Female 0.000000e+00
Sex_Male -3.570234e-18
Age_18-29 0.000000e+00
Age_30-49 -3.570234e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP -9.054908e-02 ... -0.0
HighChol 9.165190e-03 ... -0.0
CholCheck -1.407520e-02 ... -0.0
Smoker 7.072683e-02 ... -0.0
Stroke 1.411118e-02 ... -0.0
HeartDiseaseorAttack 2.890249e-02 ... -0.0
PhysActivity -1.687313e-01 ... -0.0
Fruits -3.972223e-02 ... -0.0
Veggies -2.968275e-02 ... -0.0
HvyAlcoholConsump 2.646672e-03 ... -0.0
AnyHealthcare -5.768748e-02 ... -0.0
NoDocbcCost 7.547874e-02 ... -0.0
DiffWalk 1.543348e-01 ... -0.0
BMI_Underweight 5.551115e-17 ... -0.0
BMI_Healthy weight 5.551115e-17 ... -0.0
BMI_Overweight -2.775558e-17 ... -0.0
BMI_Class 1 Obesity -7.072279e-17 ... -0.0
BMI_Class 2 Obesity -5.551115e-17 ... -0.0
BMI_Class 3 Obesity 5.551115e-17 ... -0.0
GenHlth_Excellent 5.509184e-01 ... -0.0
GenHlth_Very good -4.379872e-01 ... -0.0
GenHlth_Good -4.614751e-01 ... -0.0
GenHlth_Fair 2.781004e-01 ... -0.0
GenHlth_Poor 7.044345e-02 ... -0.0
MentHlth_0 -7.077042e-02 ... -0.0
MentHlth_1-5 -5.720212e-02 ... -0.0
MentHlth_6-10 1.287428e-02 ... -0.0
MentHlth_11-15 2.449722e-02 ... -0.0
MentHlth_16-20 1.515006e-02 ... -0.0
MentHlth_21-25 8.039341e-03 ... -0.0
MentHlth_26-30 6.741164e-02 ... -0.0
PhysHlth_0 -3.610688e-02 ... -0.0
PhysHlth_1-5 -1.568926e-01 ... -0.0
PhysHlth_6-10 2.124856e-02 ... -0.0
PhysHlth_11-15 3.205260e-02 ... -0.0
PhysHlth_16-20 1.384934e-02 ... -0.0
PhysHlth_21-25 7.039697e-03 ... -0.0
PhysHlth_26-30 1.188093e-01 ... -0.0
Education_Never attended school or only kinderg... 2.682462e-04 ... -0.0
Education_Elementary 2.027531e-02 ... -0.0
Education_Some high school 4.441178e-02 ... -0.0
Education_High school graduate -1.378255e-01 ... -0.0
Education_Some college or technical school -1.052295e-02 ... -0.0
Education_College graduate 8.339316e-02 ... -0.0
Income_Less than $10,000 4.839417e-02 ... -0.0
Income_$10,000-$14,999 4.961849e-02 ... -0.0
Income_$15,000-$19,999 4.571404e-02 ... -0.0
Income_$20,000-$24,999 1.481247e-02 ... -0.0
Income_$25,000-$34,999 2.180799e-02 ... -0.0
Income_$35,000-$49,999 -6.363915e-02 ... -0.0
Income_$50,000-$74,999 -1.778593e-01 ... -0.0
Income_$75,000 or more 6.115125e-02 ... -0.0
Sex_Female -0.000000e+00 ... -0.0
Sex_Male -2.424217e-18 ... -0.0
Age_18-29 -0.000000e+00 ... 1.0
Age_30-49 -2.424217e-18 ... -0.0
Age_50-64 -0.000000e+00 ... -0.0
Age_65+ -0.000000e+00 ... -0.0
PC50 \
HighBP 0.000000e+00
HighChol -4.815097e-33
CholCheck 7.938594e-32
Smoker -1.499677e-31
Stroke -1.540440e-30
HeartDiseaseorAttack 6.629096e-31
PhysActivity -2.271732e-31
Fruits -1.728656e-33
Veggies 1.612268e-31
HvyAlcoholConsump 3.009335e-31
AnyHealthcare 7.173757e-32
NoDocbcCost 5.339152e-32
DiffWalk 6.628436e-31
BMI_Underweight -3.016502e-17
BMI_Healthy weight 5.399429e-16
BMI_Overweight -8.530195e-16
BMI_Class 1 Obesity 1.993478e-16
BMI_Class 2 Obesity -7.322986e-16
BMI_Class 3 Obesity -3.625962e-17
GenHlth_Excellent -6.256743e-17
GenHlth_Very good -6.256743e-17
GenHlth_Good -6.256743e-17
GenHlth_Fair -6.256743e-17
GenHlth_Poor -6.256743e-17
MentHlth_0 -1.356362e-16
MentHlth_1-5 -1.356362e-16
MentHlth_6-10 -1.356362e-16
MentHlth_11-15 -1.356362e-16
MentHlth_16-20 -1.356362e-16
MentHlth_21-25 -1.356362e-16
MentHlth_26-30 -1.356362e-16
PhysHlth_0 -2.624004e-16
PhysHlth_1-5 -2.624004e-16
PhysHlth_6-10 -2.624004e-16
PhysHlth_11-15 -2.624004e-16
PhysHlth_16-20 -2.624004e-16
PhysHlth_21-25 -2.624004e-16
PhysHlth_26-30 -2.624004e-16
Education_Never attended school or only kinderg... -3.067451e-16
Education_Elementary -3.067451e-16
Education_Some high school -3.067451e-16
Education_High school graduate -3.067451e-16
Education_Some college or technical school -3.067451e-16
Education_College graduate -3.067451e-16
Income_Less than $10,000 2.032577e-16
Income_$10,000-$14,999 2.032577e-16
Income_$15,000-$19,999 2.032577e-16
Income_$20,000-$24,999 2.032577e-16
Income_$25,000-$34,999 2.032577e-16
Income_$35,000-$49,999 2.032577e-16
Income_$50,000-$74,999 2.032577e-16
Income_$75,000 or more 2.032577e-16
Sex_Female 1.000000e+00
Sex_Male 1.800677e-08
Age_18-29 0.000000e+00
Age_30-49 -1.800677e-08
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC51 \
HighBP 8.892315e-17
HighChol -3.726785e-17
CholCheck -1.724117e-16
Smoker -1.005917e-16
Stroke -1.499891e-15
HeartDiseaseorAttack -1.840333e-16
PhysActivity -1.845362e-17
Fruits -4.397762e-17
Veggies 6.898617e-17
HvyAlcoholConsump 1.064942e-16
AnyHealthcare 2.363417e-16
NoDocbcCost 5.757989e-17
DiffWalk -2.153666e-16
BMI_Underweight -1.247947e-01
BMI_Healthy weight -1.367576e-01
BMI_Overweight 8.377379e-02
BMI_Class 1 Obesity 2.575237e-01
BMI_Class 2 Obesity 9.632561e-02
BMI_Class 3 Obesity 5.117188e-02
GenHlth_Excellent 9.777108e-02
GenHlth_Very good 9.777108e-02
GenHlth_Good 9.777108e-02
GenHlth_Fair 9.777108e-02
GenHlth_Poor 9.777108e-02
MentHlth_0 -2.079326e-01
MentHlth_1-5 -2.079326e-01
MentHlth_6-10 -2.079326e-01
MentHlth_11-15 -2.079326e-01
MentHlth_16-20 -2.079326e-01
MentHlth_21-25 -2.079326e-01
MentHlth_26-30 -2.079326e-01
PhysHlth_0 -1.271790e-01
PhysHlth_1-5 -1.271790e-01
PhysHlth_6-10 -1.271790e-01
PhysHlth_11-15 -1.271790e-01
PhysHlth_16-20 -1.271790e-01
PhysHlth_21-25 -1.271790e-01
PhysHlth_26-30 -1.271790e-01
Education_Never attended school or only kinderg... 1.389616e-01
Education_Elementary 1.389616e-01
Education_Some high school 1.389616e-01
Education_High school graduate 1.389616e-01
Education_Some college or technical school 1.389616e-01
Education_College graduate 1.389616e-01
Income_Less than $10,000 1.769980e-01
Income_$10,000-$14,999 1.769980e-01
Income_$15,000-$19,999 1.769980e-01
Income_$20,000-$24,999 1.769980e-01
Income_$25,000-$34,999 1.769980e-01
Income_$35,000-$49,999 1.769980e-01
Income_$50,000-$74,999 1.769980e-01
Income_$75,000 or more 1.769980e-01
Sex_Female 0.000000e+00
Sex_Male 1.586387e-01
Age_18-29 0.000000e+00
Age_30-49 1.586387e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol 9.148473e-18
CholCheck -1.184184e-16
Smoker -1.671491e-17
Stroke 9.596788e-17
HeartDiseaseorAttack -1.192756e-16
PhysActivity 2.143239e-17
Fruits 6.783992e-17
Veggies -9.187103e-17
HvyAlcoholConsump 1.471907e-16
AnyHealthcare -2.973831e-16
NoDocbcCost -3.474435e-17
DiffWalk -4.199427e-17
BMI_Underweight 3.319967e-01
BMI_Healthy weight -9.194684e-02
BMI_Overweight -1.626399e-01
BMI_Class 1 Obesity -7.659107e-02
BMI_Class 2 Obesity 4.442169e-01
BMI_Class 3 Obesity 5.268972e-01
GenHlth_Excellent 3.831448e-02
GenHlth_Very good 3.831448e-02
GenHlth_Good 3.831448e-02
GenHlth_Fair 3.831448e-02
GenHlth_Poor 3.831448e-02
MentHlth_0 -6.359913e-02
MentHlth_1-5 -6.359913e-02
MentHlth_6-10 -6.359913e-02
MentHlth_11-15 -6.359913e-02
MentHlth_16-20 -6.359913e-02
MentHlth_21-25 -6.359913e-02
MentHlth_26-30 -6.359913e-02
PhysHlth_0 7.367264e-02
PhysHlth_1-5 7.367264e-02
PhysHlth_6-10 7.367264e-02
PhysHlth_11-15 7.367264e-02
PhysHlth_16-20 7.367264e-02
PhysHlth_21-25 7.367264e-02
PhysHlth_26-30 7.367264e-02
Education_Never attended school or only kinderg... 5.856410e-02
Education_Elementary 5.856410e-02
Education_Some high school 5.856410e-02
Education_High school graduate 5.856410e-02
Education_Some college or technical school 5.856410e-02
Education_College graduate 5.856410e-02
Income_Less than $10,000 1.155635e-02
Income_$10,000-$14,999 1.155635e-02
Income_$15,000-$19,999 1.155635e-02
Income_$20,000-$24,999 1.155635e-02
Income_$25,000-$34,999 1.155635e-02
Income_$35,000-$49,999 1.155635e-02
Income_$50,000-$74,999 1.155635e-02
Income_$75,000 or more 1.155635e-02
Sex_Female -2.498002e-16
Sex_Male -3.733378e-01
Age_18-29 0.000000e+00
Age_30-49 -3.733378e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol 5.150251e-17
CholCheck 2.679999e-16
Smoker -2.902688e-17
Stroke -7.612429e-16
HeartDiseaseorAttack -5.167122e-16
PhysActivity -1.034425e-16
Fruits -1.396408e-16
Veggies -1.104933e-17
HvyAlcoholConsump 1.620746e-16
AnyHealthcare 2.166857e-16
NoDocbcCost -4.693774e-17
DiffWalk -2.716242e-16
BMI_Underweight -6.101576e-02
BMI_Healthy weight 3.812095e-01
BMI_Overweight 2.964319e-01
BMI_Class 1 Obesity -3.092661e-01
BMI_Class 2 Obesity -3.124475e-01
BMI_Class 3 Obesity 3.321468e-02
GenHlth_Excellent 9.380709e-02
GenHlth_Very good 9.380709e-02
GenHlth_Good 9.380709e-02
GenHlth_Fair 9.380709e-02
GenHlth_Poor 9.380709e-02
MentHlth_0 1.106855e-01
MentHlth_1-5 1.106855e-01
MentHlth_6-10 1.106855e-01
MentHlth_11-15 1.106855e-01
MentHlth_16-20 1.106855e-01
MentHlth_21-25 1.106855e-01
MentHlth_26-30 1.106855e-01
PhysHlth_0 4.999286e-02
PhysHlth_1-5 4.999286e-02
PhysHlth_6-10 4.999286e-02
PhysHlth_11-15 4.999286e-02
PhysHlth_16-20 4.999286e-02
PhysHlth_21-25 4.999286e-02
PhysHlth_26-30 4.999286e-02
Education_Never attended school or only kinderg... 2.055183e-01
Education_Elementary 2.055183e-01
Education_Some high school 2.055183e-01
Education_High school graduate 2.055183e-01
Education_Some college or technical school 2.055183e-01
Education_College graduate 2.055183e-01
Income_Less than $10,000 1.190496e-01
Income_$10,000-$14,999 1.190496e-01
Income_$15,000-$19,999 1.190496e-01
Income_$20,000-$24,999 1.190496e-01
Income_$25,000-$34,999 1.190496e-01
Income_$35,000-$49,999 1.190496e-01
Income_$50,000-$74,999 1.190496e-01
Income_$75,000 or more 1.190496e-01
Sex_Female -2.081668e-17
Sex_Male -1.653036e-01
Age_18-29 -0.000000e+00
Age_30-49 -1.653036e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol 2.710659e-17
CholCheck -1.163051e-16
Smoker -2.260292e-17
Stroke 1.113792e-15
HeartDiseaseorAttack -1.668082e-16
PhysActivity -6.263840e-17
Fruits 7.864281e-17
Veggies -6.111685e-17
HvyAlcoholConsump -1.045047e-16
AnyHealthcare 1.128123e-16
NoDocbcCost 5.387578e-17
DiffWalk 1.482927e-16
BMI_Underweight 4.851385e-01
BMI_Healthy weight 1.858301e-01
BMI_Overweight -1.374141e-01
BMI_Class 1 Obesity -3.972983e-01
BMI_Class 2 Obesity 5.163699e-02
BMI_Class 3 Obesity -2.276675e-01
GenHlth_Excellent -7.621261e-03
GenHlth_Very good -7.621261e-03
GenHlth_Good -7.621261e-03
GenHlth_Fair -7.621261e-03
GenHlth_Poor -7.621261e-03
MentHlth_0 -8.540485e-02
MentHlth_1-5 -8.540485e-02
MentHlth_6-10 -8.540485e-02
MentHlth_11-15 -8.540485e-02
MentHlth_16-20 -8.540485e-02
MentHlth_21-25 -8.540485e-02
MentHlth_26-30 -8.540485e-02
PhysHlth_0 1.171702e-01
PhysHlth_1-5 1.171702e-01
PhysHlth_6-10 1.171702e-01
PhysHlth_11-15 1.171702e-01
PhysHlth_16-20 1.171702e-01
PhysHlth_21-25 1.171702e-01
PhysHlth_26-30 1.171702e-01
Education_Never attended school or only kinderg... -1.095601e-01
Education_Elementary -1.095601e-01
Education_Some high school -1.095601e-01
Education_High school graduate -1.095601e-01
Education_Some college or technical school -1.095601e-01
Education_College graduate -1.095601e-01
Income_Less than $10,000 1.472581e-01
Income_$10,000-$14,999 1.472581e-01
Income_$15,000-$19,999 1.472581e-01
Income_$20,000-$24,999 1.472581e-01
Income_$25,000-$34,999 1.472581e-01
Income_$35,000-$49,999 1.472581e-01
Income_$50,000-$74,999 1.472581e-01
Income_$75,000 or more 1.472581e-01
Sex_Female 2.775558e-17
Sex_Male 2.301411e-01
Age_18-29 0.000000e+00
Age_30-49 2.301411e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 1.030050e-16
CholCheck 6.933025e-17
Smoker -2.787990e-17
Stroke 7.597565e-16
HeartDiseaseorAttack -9.004795e-17
PhysActivity -1.116413e-16
Fruits -4.643219e-17
Veggies -6.573261e-17
HvyAlcoholConsump -1.034241e-17
AnyHealthcare 3.286795e-16
NoDocbcCost 2.514319e-16
DiffWalk 4.870780e-16
BMI_Underweight -1.828815e-01
BMI_Healthy weight -1.524251e-01
BMI_Overweight -1.515560e-01
BMI_Class 1 Obesity 3.646592e-01
BMI_Class 2 Obesity 6.007420e-02
BMI_Class 3 Obesity 2.660023e-01
GenHlth_Excellent -9.173884e-02
GenHlth_Very good -9.173884e-02
GenHlth_Good -9.173884e-02
GenHlth_Fair -9.173884e-02
GenHlth_Poor -9.173884e-02
MentHlth_0 1.826847e-01
MentHlth_1-5 1.826847e-01
MentHlth_6-10 1.826847e-01
MentHlth_11-15 1.826847e-01
MentHlth_16-20 1.826847e-01
MentHlth_21-25 1.826847e-01
MentHlth_26-30 1.826847e-01
PhysHlth_0 1.017931e-01
PhysHlth_1-5 1.017931e-01
PhysHlth_6-10 1.017931e-01
PhysHlth_11-15 1.017931e-01
PhysHlth_16-20 1.017931e-01
PhysHlth_21-25 1.017931e-01
PhysHlth_26-30 1.017931e-01
Education_Never attended school or only kinderg... -6.633024e-02
Education_Elementary -6.633024e-02
Education_Some high school -6.633024e-02
Education_High school graduate -6.633024e-02
Education_Some college or technical school -6.633024e-02
Education_College graduate -6.633024e-02
Income_Less than $10,000 2.009010e-01
Income_$10,000-$14,999 2.009010e-01
Income_$15,000-$19,999 2.009010e-01
Income_$20,000-$24,999 2.009010e-01
Income_$25,000-$34,999 2.009010e-01
Income_$35,000-$49,999 2.009010e-01
Income_$50,000-$74,999 2.009010e-01
Income_$75,000 or more 2.009010e-01
Sex_Female 3.330669e-16
Sex_Male 8.801287e-02
Age_18-29 0.000000e+00
Age_30-49 8.801287e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 3.523856e-17
CholCheck 1.819729e-17
Smoker 1.436940e-17
Stroke -2.061820e-15
HeartDiseaseorAttack 5.244130e-16
PhysActivity -7.332966e-17
Fruits -8.333733e-18
Veggies -3.204605e-20
HvyAlcoholConsump -7.739120e-17
AnyHealthcare 1.356845e-16
NoDocbcCost -9.112146e-17
DiffWalk -1.923235e-16
BMI_Underweight 2.719936e-02
BMI_Healthy weight 3.262876e-01
BMI_Overweight 1.085326e-01
BMI_Class 1 Obesity 3.532461e-01
BMI_Class 2 Obesity -2.615981e-02
BMI_Class 3 Obesity 1.629090e-01
GenHlth_Excellent 3.313401e-01
GenHlth_Very good 3.313401e-01
GenHlth_Good 3.313401e-01
GenHlth_Fair 3.313401e-01
GenHlth_Poor 3.313401e-01
MentHlth_0 1.440573e-03
MentHlth_1-5 1.440573e-03
MentHlth_6-10 1.440573e-03
MentHlth_11-15 1.440573e-03
MentHlth_16-20 1.440573e-03
MentHlth_21-25 1.440573e-03
MentHlth_26-30 1.440573e-03
PhysHlth_0 6.878966e-02
PhysHlth_1-5 6.878966e-02
PhysHlth_6-10 6.878966e-02
PhysHlth_11-15 6.878966e-02
PhysHlth_16-20 6.878966e-02
PhysHlth_21-25 6.878966e-02
PhysHlth_26-30 6.878966e-02
Education_Never attended school or only kinderg... -1.430671e-01
Education_Elementary -1.430671e-01
Education_Some high school -1.430671e-01
Education_High school graduate -1.430671e-01
Education_Some college or technical school -1.430671e-01
Education_College graduate -1.430671e-01
Income_Less than $10,000 -4.209306e-02
Income_$10,000-$14,999 -4.209306e-02
Income_$15,000-$19,999 -4.209306e-02
Income_$20,000-$24,999 -4.209306e-02
Income_$25,000-$34,999 -4.209306e-02
Income_$35,000-$49,999 -4.209306e-02
Income_$50,000-$74,999 -4.209306e-02
Income_$75,000 or more -4.209306e-02
Sex_Female -8.673617e-19
Sex_Male 7.055808e-02
Age_18-29 0.000000e+00
Age_30-49 7.055808e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 5.887212e-18 2.710659e-18
CholCheck -1.370419e-16 -3.981281e-16
Smoker -3.707091e-17 -6.170301e-18
Stroke -2.811521e-16 6.739110e-17
HeartDiseaseorAttack -4.138569e-16 -1.283134e-16
PhysActivity -5.925103e-17 1.947293e-16
Fruits -5.581401e-18 8.783802e-17
Veggies 5.834764e-17 4.604129e-17
HvyAlcoholConsump 3.371273e-17 1.789941e-16
AnyHealthcare 1.382852e-17 -3.259771e-17
NoDocbcCost -4.493279e-17 1.247613e-17
DiffWalk -3.189878e-16 1.348193e-16
BMI_Underweight 2.390092e-01 -2.596961e-01
BMI_Healthy weight 6.005003e-01 2.882406e-01
BMI_Overweight 1.241761e-01 4.613688e-01
BMI_Class 1 Obesity 3.046177e-01 -5.857503e-02
BMI_Class 2 Obesity 4.862510e-01 -1.051357e-01
BMI_Class 3 Obesity -1.487280e-01 4.410558e-01
GenHlth_Excellent -1.204819e-01 -1.915041e-01
GenHlth_Very good -1.204819e-01 -1.915041e-01
GenHlth_Good -1.204819e-01 -1.915041e-01
GenHlth_Fair -1.204819e-01 -1.915041e-01
GenHlth_Poor -1.204819e-01 -1.915041e-01
MentHlth_0 7.135849e-02 -1.456869e-01
MentHlth_1-5 7.135849e-02 -1.456869e-01
MentHlth_6-10 7.135849e-02 -1.456869e-01
MentHlth_11-15 7.135849e-02 -1.456869e-01
MentHlth_16-20 7.135849e-02 -1.456869e-01
MentHlth_21-25 7.135849e-02 -1.456869e-01
MentHlth_26-30 7.135849e-02 -1.456869e-01
PhysHlth_0 -1.177662e-01 6.550423e-02
PhysHlth_1-5 -1.177662e-01 6.550423e-02
PhysHlth_6-10 -1.177662e-01 6.550423e-02
PhysHlth_11-15 -1.177662e-01 6.550423e-02
PhysHlth_16-20 -1.177662e-01 6.550423e-02
PhysHlth_21-25 -1.177662e-01 6.550423e-02
PhysHlth_26-30 -1.177662e-01 6.550423e-02
Education_Never attended school or only kinderg... 3.914758e-02 -1.015147e-01
Education_Elementary 3.914758e-02 -1.015147e-01
Education_Some high school 3.914758e-02 -1.015147e-01
Education_High school graduate 3.914758e-02 -1.015147e-01
Education_Some college or technical school 3.914758e-02 -1.015147e-01
Education_College graduate 3.914758e-02 -1.015147e-01
Income_Less than $10,000 1.496146e-03 -1.145572e-02
Income_$10,000-$14,999 1.496146e-03 -1.145572e-02
Income_$15,000-$19,999 1.496146e-03 -1.145572e-02
Income_$20,000-$24,999 1.496146e-03 -1.145572e-02
Income_$25,000-$34,999 1.496146e-03 -1.145572e-02
Income_$35,000-$49,999 1.496146e-03 -1.145572e-02
Income_$50,000-$74,999 1.496146e-03 -1.145572e-02
Income_$75,000 or more 1.496146e-03 -1.145572e-02
Sex_Female -6.776264e-21 6.776264e-21
Sex_Male 2.217488e-02 3.701694e-02
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 2.217488e-02 3.701694e-02
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_19:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.512701 0.270958 -1.193594 0.124855 -0.729721 -0.573838 0.785577
1 0.394059 -0.414702 0.716106 0.600459 0.065759 0.085871 -0.866037
2 0.197162 0.793613 0.253035 -0.331038 -0.121243 -0.248392 -0.131711
3 -0.562001 1.196851 -0.195101 0.004242 -0.778912 -0.336242 0.023434
4 0.325464 0.803914 -0.645397 -0.057202 -0.875684 0.389858 0.210855
PC8 PC9 PC10 ... PC49 PC50 PC51 \
0 0.099205 0.654173 -0.344495 ... 0.0 9.888636e-25 -1.110223e-16
1 0.501638 0.586231 -0.014250 ... 0.0 9.888636e-25 0.000000e+00
2 1.004981 0.187030 0.733002 ... 0.0 9.888636e-25 2.220446e-16
3 -0.537946 0.617856 0.819708 ... 0.0 9.888636e-25 -1.110223e-16
4 0.510993 0.590316 0.040130 ... 0.0 9.888636e-25 0.000000e+00
PC52 PC53 PC54 PC55 PC56 \
0 0.000000e+00 8.326673e-17 -2.498002e-16 0.000000e+00 2.220446e-16
1 -2.220446e-16 -2.775558e-17 -2.498002e-16 -2.220446e-16 0.000000e+00
2 -2.220446e-16 8.326673e-17 -1.387779e-16 2.220446e-16 1.110223e-16
3 0.000000e+00 8.326673e-17 2.775558e-17 2.220446e-16 0.000000e+00
4 -1.110223e-16 1.942890e-16 -2.775558e-17 0.000000e+00 -1.110223e-16
PC57 PC58
0 -5.551115e-17 -5.551115e-17
1 -2.498002e-16 1.110223e-16
2 1.110223e-16 -1.665335e-16
3 1.110223e-16 -3.330669e-16
4 1.110223e-16 -2.220446e-16
[5 rows x 58 columns]
For Subset_19, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_20:
[1.14669444e-01 8.62273941e-02 7.06267590e-02 5.78899534e-02
5.62859547e-02 5.00025811e-02 4.73934982e-02 4.21180496e-02
4.09343542e-02 3.70421552e-02 3.27790297e-02 3.21422607e-02
2.97357394e-02 2.75145897e-02 2.42599913e-02 2.41643854e-02
1.98089432e-02 1.91975968e-02 1.82135867e-02 1.55628920e-02
1.43309516e-02 1.36364692e-02 1.30606612e-02 1.19669687e-02
1.02123475e-02 9.85364479e-03 9.24805746e-03 8.91242754e-03
8.67241799e-03 8.39035146e-03 8.05437660e-03 7.88315000e-03
5.29156563e-03 5.25907677e-03 4.30153964e-03 3.91331967e-03
3.52160650e-03 2.85292814e-03 2.12570745e-03 1.82825598e-03
1.15017394e-04 1.98854264e-17 9.06648546e-18 5.30676085e-18
2.67113115e-18 2.32697931e-18 3.54412303e-28 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_20:
[0.11466944 0.20089684 0.2715236 0.32941355 0.38569951 0.43570209
0.48309558 0.52521363 0.56614799 0.60319014 0.63596917 0.66811143
0.69784717 0.72536176 0.74962175 0.77378614 0.79359508 0.81279268
0.83100627 0.84656916 0.86090011 0.87453658 0.88759724 0.89956421
0.90977656 0.9196302 0.92887826 0.93779069 0.9464631 0.95485346
0.96290783 0.97079098 0.97608255 0.98134163 0.98564316 0.98955648
0.99307809 0.99593102 0.99805673 0.99988498 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_20:
PC1 \
HighBP -1.822486e-01
HighChol -1.668606e-01
CholCheck 1.202721e-03
Smoker -2.185824e-01
Stroke -2.058410e-02
HeartDiseaseorAttack -3.671545e-02
PhysActivity 1.848742e-01
Fruits 1.612578e-01
Veggies 1.099916e-01
HvyAlcoholConsump 9.295502e-04
AnyHealthcare 6.069823e-02
NoDocbcCost -1.713224e-01
DiffWalk -1.716392e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight 0.000000e+00
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 4.088687e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 4.038968e-28
GenHlth_Excellent 6.622941e-02
GenHlth_Very good 3.291600e-01
GenHlth_Good -1.719641e-01
GenHlth_Fair -1.639775e-01
GenHlth_Poor -5.944780e-02
MentHlth_0 2.491604e-01
MentHlth_1-5 -2.013925e-02
MentHlth_6-10 -4.034891e-02
MentHlth_11-15 -3.674921e-02
MentHlth_16-20 -2.585047e-02
MentHlth_21-25 -9.160822e-03
MentHlth_26-30 -1.169118e-01
PhysHlth_0 3.145074e-01
PhysHlth_1-5 -8.919716e-02
PhysHlth_6-10 -4.440366e-02
PhysHlth_11-15 -4.979542e-02
PhysHlth_16-20 -2.514144e-02
PhysHlth_21-25 -9.272395e-03
PhysHlth_26-30 -9.669729e-02
Education_Never attended school or only kinderg... -4.121133e-04
Education_Elementary -1.342638e-02
Education_Some high school -3.431330e-02
Education_High school graduate -1.654812e-01
Education_Some college or technical school -1.967440e-01
Education_College graduate 4.103771e-01
Income_Less than $10,000 -7.035747e-02
Income_$10,000-$14,999 -5.268967e-02
Income_$15,000-$19,999 -6.394156e-02
Income_$20,000-$24,999 -6.253335e-02
Income_$25,000-$34,999 -5.893175e-02
Income_$35,000-$49,999 -4.474402e-02
Income_$50,000-$74,999 1.703134e-03
Income_$75,000 or more 3.514947e-01
Sex_Female 4.088687e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 4.088687e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -5.402242e-02
HighChol -9.787535e-02
CholCheck -3.820713e-03
Smoker 7.798825e-02
Stroke -3.371731e-03
HeartDiseaseorAttack -6.773692e-03
PhysActivity -4.861888e-02
Fruits -1.348403e-02
Veggies -2.714106e-02
HvyAlcoholConsump -7.459660e-03
AnyHealthcare -5.464749e-02
NoDocbcCost -1.078388e-02
DiffWalk -3.777960e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 6.899899e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 3.308722e-24
GenHlth_Excellent 8.906101e-02
GenHlth_Very good -5.504425e-03
GenHlth_Good -3.241973e-02
GenHlth_Fair -3.902299e-02
GenHlth_Poor -1.211386e-02
MentHlth_0 4.452816e-01
MentHlth_1-5 -3.375317e-01
MentHlth_6-10 -3.981597e-02
MentHlth_11-15 -1.930547e-02
MentHlth_16-20 -1.262156e-02
MentHlth_21-25 -4.458691e-03
MentHlth_26-30 -3.154825e-02
PhysHlth_0 4.568143e-01
PhysHlth_1-5 -3.797457e-01
PhysHlth_6-10 -3.160047e-02
PhysHlth_11-15 -1.384608e-02
PhysHlth_16-20 -8.935329e-03
PhysHlth_21-25 -3.759490e-03
PhysHlth_26-30 -1.892726e-02
Education_Never attended school or only kinderg... 2.176304e-04
Education_Elementary 7.597214e-03
Education_Some high school 1.525199e-02
Education_High school graduate 1.345748e-01
Education_Some college or technical school 2.404035e-01
Education_College graduate -3.980451e-01
Income_Less than $10,000 1.003814e-02
Income_$10,000-$14,999 1.255171e-02
Income_$15,000-$19,999 3.342407e-02
Income_$20,000-$24,999 3.776562e-02
Income_$25,000-$34,999 5.106068e-02
Income_$35,000-$49,999 5.735777e-02
Income_$50,000-$74,999 1.964340e-02
Income_$75,000 or more -2.218414e-01
Sex_Female 6.899881e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 6.899881e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP 1.163302e-01
HighChol 4.527936e-02
CholCheck 1.834831e-02
Smoker -1.323897e-01
Stroke -5.852313e-03
HeartDiseaseorAttack -9.601856e-04
PhysActivity -4.175614e-02
Fruits -3.440762e-02
Veggies -2.204517e-02
HvyAlcoholConsump -7.520909e-03
AnyHealthcare -7.191080e-03
NoDocbcCost -2.643753e-02
DiffWalk -1.172979e-02
BMI_Underweight 2.168404e-19
BMI_Healthy weight -0.000000e+00
BMI_Overweight 2.710505e-20
BMI_Class 1 Obesity 5.795992e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 4.235165e-22
GenHlth_Excellent 4.695680e-02
GenHlth_Very good -5.603566e-01
GenHlth_Good 5.888766e-01
GenHlth_Fair -5.667675e-02
GenHlth_Poor -1.880003e-02
MentHlth_0 2.558099e-01
MentHlth_1-5 -1.810667e-01
MentHlth_6-10 -2.060183e-02
MentHlth_11-15 -1.140769e-02
MentHlth_16-20 -5.911999e-03
MentHlth_21-25 -1.894951e-03
MentHlth_26-30 -3.492670e-02
PhysHlth_0 5.578142e-02
PhysHlth_1-5 -3.324265e-02
PhysHlth_6-10 2.520062e-03
PhysHlth_11-15 1.021672e-03
PhysHlth_16-20 -5.885913e-03
PhysHlth_21-25 -4.670720e-04
PhysHlth_26-30 -1.972752e-02
Education_Never attended school or only kinderg... -1.975437e-04
Education_Elementary 1.018890e-02
Education_Some high school 1.497447e-02
Education_High school graduate 7.832026e-02
Education_Some college or technical school -3.374603e-01
Education_College graduate 2.341742e-01
Income_Less than $10,000 5.693695e-05
Income_$10,000-$14,999 -3.350640e-03
Income_$15,000-$19,999 2.524698e-03
Income_$20,000-$24,999 1.316984e-02
Income_$25,000-$34,999 -1.811678e-02
Income_$35,000-$49,999 -3.352607e-02
Income_$50,000-$74,999 -6.203927e-02
Income_$75,000 or more 1.012813e-01
Sex_Female 5.795841e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 5.795841e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP 2.664394e-02
HighChol 5.171089e-02
CholCheck 3.326295e-03
Smoker 8.234948e-02
Stroke -1.829136e-03
HeartDiseaseorAttack -6.009406e-03
PhysActivity -6.676033e-02
Fruits -2.392093e-01
Veggies -1.084791e-01
HvyAlcoholConsump 2.702568e-02
AnyHealthcare -8.580405e-03
NoDocbcCost 2.126453e-02
DiffWalk -3.778797e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight 1.665335e-16
BMI_Overweight -1.110223e-16
BMI_Class 1 Obesity -1.265758e-16
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.159896e-02
GenHlth_Very good -1.562787e-02
GenHlth_Good 8.535395e-02
GenHlth_Fair -4.612704e-02
GenHlth_Poor -1.200008e-02
MentHlth_0 -4.828356e-01
MentHlth_1-5 4.086672e-01
MentHlth_6-10 2.034074e-02
MentHlth_11-15 1.921640e-02
MentHlth_16-20 2.620289e-03
MentHlth_21-25 2.098854e-03
MentHlth_26-30 2.989220e-02
PhysHlth_0 5.013903e-01
PhysHlth_1-5 -4.378460e-01
PhysHlth_6-10 -2.554899e-02
PhysHlth_11-15 -1.322799e-02
PhysHlth_16-20 -1.092010e-03
PhysHlth_21-25 -3.404940e-03
PhysHlth_26-30 -2.027037e-02
Education_Never attended school or only kinderg... -4.175587e-04
Education_Elementary -6.295721e-03
Education_Some high school -5.656804e-03
Education_High school graduate 1.280095e-01
Education_Some college or technical school -1.869399e-01
Education_College graduate 7.130044e-02
Income_Less than $10,000 -1.218104e-02
Income_$10,000-$14,999 1.033741e-02
Income_$15,000-$19,999 -6.036659e-03
Income_$20,000-$24,999 1.045432e-02
Income_$25,000-$34,999 1.528100e-02
Income_$35,000-$49,999 5.816622e-04
Income_$50,000-$74,999 1.863067e-03
Income_$75,000 or more -2.029976e-02
Sex_Female -1.807700e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -1.807700e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -1.376101e-01
HighChol -1.712962e-01
CholCheck -1.208082e-02
Smoker -8.612200e-02
Stroke -1.118462e-02
HeartDiseaseorAttack -2.414888e-02
PhysActivity 2.373802e-01
Fruits 3.280523e-01
Veggies 1.470668e-01
HvyAlcoholConsump -7.450115e-03
AnyHealthcare 1.804218e-02
NoDocbcCost -4.102807e-02
DiffWalk -1.135473e-01
BMI_Underweight 5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity 2.893922e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 6.412703e-03
GenHlth_Very good -1.895120e-01
GenHlth_Good 4.050764e-01
GenHlth_Fair -1.720908e-01
GenHlth_Poor -4.988634e-02
MentHlth_0 -1.832021e-01
MentHlth_1-5 2.743627e-01
MentHlth_6-10 1.094378e-03
MentHlth_11-15 -1.243582e-02
MentHlth_16-20 -3.009841e-03
MentHlth_21-25 -2.528484e-03
MentHlth_26-30 -7.428085e-02
PhysHlth_0 8.900636e-02
PhysHlth_1-5 4.625853e-02
PhysHlth_6-10 -9.370865e-03
PhysHlth_11-15 -1.730905e-02
PhysHlth_16-20 -1.178154e-02
PhysHlth_21-25 -8.257174e-03
PhysHlth_26-30 -8.854626e-02
Education_Never attended school or only kinderg... -9.220611e-04
Education_Elementary -8.467949e-03
Education_Some high school -2.660802e-02
Education_High school graduate -2.685407e-01
Education_Some college or technical school 5.046778e-01
Education_College graduate -2.001390e-01
Income_Less than $10,000 -4.451168e-02
Income_$10,000-$14,999 -4.302503e-02
Income_$15,000-$19,999 -6.172201e-03
Income_$20,000-$24,999 -1.416990e-02
Income_$25,000-$34,999 9.158630e-03
Income_$35,000-$49,999 2.773257e-02
Income_$50,000-$74,999 -7.828463e-04
Income_$75,000 or more 7.177045e-02
Sex_Female 2.005976e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 2.005976e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 9.620150e-02
HighChol -5.411479e-02
CholCheck -4.433085e-03
Smoker -2.656138e-01
Stroke 1.158234e-02
HeartDiseaseorAttack 1.630641e-02
PhysActivity 1.482430e-01
Fruits 6.060312e-01
Veggies 1.527882e-01
HvyAlcoholConsump -4.421299e-02
AnyHealthcare -8.447666e-02
NoDocbcCost 1.369315e-01
DiffWalk 4.708176e-02
BMI_Underweight -1.110223e-16
BMI_Healthy weight 0.000000e+00
BMI_Overweight -1.665335e-16
BMI_Class 1 Obesity 2.311244e-16
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 2.782081e-02
GenHlth_Very good -4.881423e-02
GenHlth_Good -1.044642e-01
GenHlth_Fair 1.063980e-01
GenHlth_Poor 1.905970e-02
MentHlth_0 -8.336757e-02
MentHlth_1-5 5.739346e-02
MentHlth_6-10 4.861360e-03
MentHlth_11-15 7.157655e-03
MentHlth_16-20 -7.752002e-03
MentHlth_21-25 3.673083e-03
MentHlth_26-30 1.803402e-02
PhysHlth_0 2.452645e-02
PhysHlth_1-5 -9.633367e-02
PhysHlth_6-10 1.562108e-02
PhysHlth_11-15 1.353407e-02
PhysHlth_16-20 1.125034e-02
PhysHlth_21-25 4.615361e-03
PhysHlth_26-30 2.678637e-02
Education_Never attended school or only kinderg... 9.953787e-04
Education_Elementary 1.747369e-02
Education_Some high school 2.663744e-02
Education_High school graduate 1.549875e-01
Education_Some college or technical school -2.797586e-01
Education_College graduate 7.966463e-02
Income_Less than $10,000 2.192356e-02
Income_$10,000-$14,999 1.884526e-02
Income_$15,000-$19,999 3.744881e-02
Income_$20,000-$24,999 4.633632e-02
Income_$25,000-$34,999 3.557752e-02
Income_$35,000-$49,999 9.549740e-02
Income_$50,000-$74,999 2.392392e-01
Income_$75,000 or more -4.948681e-01
Sex_Female 1.678228e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.678228e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 2.440600e-01
HighChol 3.196377e-01
CholCheck 1.117850e-02
Smoker 2.851004e-01
Stroke 2.535817e-02
HeartDiseaseorAttack 4.528079e-02
PhysActivity 5.066997e-02
Fruits 4.235892e-01
Veggies 1.777004e-01
HvyAlcoholConsump 8.349832e-03
AnyHealthcare 2.631076e-02
NoDocbcCost 1.368808e-02
DiffWalk 1.646731e-01
BMI_Underweight -5.551115e-17
BMI_Healthy weight 4.857226e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 2.333484e-16
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent 6.540652e-02
GenHlth_Very good -1.474733e-01
GenHlth_Good -1.714852e-01
GenHlth_Fair 1.767560e-01
GenHlth_Poor 7.679597e-02
MentHlth_0 -6.592410e-02
MentHlth_1-5 -1.176746e-01
MentHlth_6-10 5.886869e-03
MentHlth_11-15 2.300158e-02
MentHlth_16-20 2.436564e-02
MentHlth_21-25 1.071782e-02
MentHlth_26-30 1.196268e-01
PhysHlth_0 5.627155e-02
PhysHlth_1-5 -2.914577e-01
PhysHlth_6-10 4.609091e-02
PhysHlth_11-15 4.138820e-02
PhysHlth_16-20 2.230122e-02
PhysHlth_21-25 1.239488e-02
PhysHlth_26-30 1.130109e-01
Education_Never attended school or only kinderg... 6.487741e-04
Education_Elementary -1.799047e-03
Education_Some high school 9.448083e-03
Education_High school graduate -8.905332e-02
Education_Some college or technical school 7.174789e-02
Education_College graduate 9.007620e-03
Income_Less than $10,000 3.145718e-02
Income_$10,000-$14,999 2.408709e-02
Income_$15,000-$19,999 1.607939e-02
Income_$20,000-$24,999 -3.094189e-03
Income_$25,000-$34,999 -5.031239e-02
Income_$35,000-$49,999 -9.361005e-02
Income_$50,000-$74,999 -3.169698e-01
Income_$75,000 or more 3.923628e-01
Sex_Female 1.499965e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 1.499965e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -2.518777e-01
HighChol -2.737564e-01
CholCheck -2.922397e-02
Smoker 7.304929e-01
Stroke -4.728337e-03
HeartDiseaseorAttack -1.889421e-02
PhysActivity 2.070310e-01
Fruits 1.516791e-01
Veggies 1.217764e-01
HvyAlcoholConsump 6.529389e-02
AnyHealthcare -3.478777e-03
NoDocbcCost 1.335865e-02
DiffWalk -4.611290e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 1.387779e-16
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity -2.792645e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -4.490558e-02
GenHlth_Very good 5.877097e-02
GenHlth_Good 1.343343e-01
GenHlth_Fair -1.144325e-01
GenHlth_Poor -3.376723e-02
MentHlth_0 6.233682e-03
MentHlth_1-5 9.987918e-04
MentHlth_6-10 1.876964e-02
MentHlth_11-15 -1.589808e-03
MentHlth_16-20 3.061554e-04
MentHlth_21-25 -3.990574e-03
MentHlth_26-30 -2.072789e-02
PhysHlth_0 -4.991349e-02
PhysHlth_1-5 1.340530e-01
PhysHlth_6-10 -1.537854e-02
PhysHlth_11-15 -1.750268e-02
PhysHlth_16-20 -1.257487e-02
PhysHlth_21-25 -7.651578e-04
PhysHlth_26-30 -3.791828e-02
Education_Never attended school or only kinderg... -1.123130e-03
Education_Elementary -1.586325e-02
Education_Some high school -4.020173e-03
Education_High school graduate 3.186488e-01
Education_Some college or technical school -2.678014e-01
Education_College graduate -2.984087e-02
Income_Less than $10,000 -1.511070e-02
Income_$10,000-$14,999 -1.040545e-02
Income_$15,000-$19,999 1.308983e-02
Income_$20,000-$24,999 -1.822688e-02
Income_$25,000-$34,999 1.182278e-02
Income_$35,000-$49,999 4.210418e-02
Income_$50,000-$74,999 -3.229316e-02
Income_$75,000 or more 9.019406e-03
Sex_Female 1.249258e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 1.249258e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 2.838285e-01
HighChol 3.465148e-01
CholCheck 7.463593e-03
Smoker 3.729691e-01
Stroke 3.128730e-03
HeartDiseaseorAttack 7.967136e-03
PhysActivity 1.329667e-01
Fruits -6.122228e-02
Veggies 3.139438e-02
HvyAlcoholConsump 3.318738e-02
AnyHealthcare 7.596007e-02
NoDocbcCost -4.952671e-02
DiffWalk -1.295173e-02
BMI_Underweight -8.326673e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 6.648941e-17
BMI_Class 2 Obesity -2.081668e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.823134e-01
GenHlth_Very good 1.347435e-01
GenHlth_Good 1.549331e-01
GenHlth_Fair -1.082405e-01
GenHlth_Poor 8.772889e-04
MentHlth_0 1.014217e-01
MentHlth_1-5 -8.565898e-02
MentHlth_6-10 1.136922e-02
MentHlth_11-15 -1.083425e-02
MentHlth_16-20 7.041285e-03
MentHlth_21-25 3.305433e-03
MentHlth_26-30 -2.664445e-02
PhysHlth_0 7.494169e-02
PhysHlth_1-5 -3.053025e-02
PhysHlth_6-10 -9.724144e-03
PhysHlth_11-15 -2.052074e-04
PhysHlth_16-20 -3.343466e-03
PhysHlth_21-25 -3.652835e-03
PhysHlth_26-30 -2.748579e-02
Education_Never attended school or only kinderg... -6.102411e-04
Education_Elementary -1.861899e-02
Education_Some high school -1.183295e-02
Education_High school graduate -3.768041e-01
Education_Some college or technical school 1.170398e-01
Education_College graduate 2.908265e-01
Income_Less than $10,000 -4.465562e-02
Income_$10,000-$14,999 -2.864653e-02
Income_$15,000-$19,999 -4.284599e-02
Income_$20,000-$24,999 -4.816901e-02
Income_$25,000-$34,999 -4.220901e-02
Income_$35,000-$49,999 4.382354e-02
Income_$50,000-$74,999 4.351828e-01
Income_$75,000 or more -2.724802e-01
Sex_Female 6.576996e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 6.576996e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP 2.951119e-01 ... 0.0
HighChol 4.469267e-01 ... 0.0
CholCheck 2.449174e-02 ... 0.0
Smoker -1.820116e-01 ... 0.0
Stroke -5.426643e-03 ... 0.0
HeartDiseaseorAttack -7.834129e-03 ... 0.0
PhysActivity 2.820094e-01 ... 0.0
Fruits 4.045559e-02 ... 0.0
Veggies 9.466496e-03 ... 0.0
HvyAlcoholConsump -3.562141e-03 ... 0.0
AnyHealthcare -2.114659e-02 ... 0.0
NoDocbcCost -3.776662e-02 ... 0.0
DiffWalk -1.378200e-01 ... 0.0
BMI_Underweight 8.326673e-17 ... 0.0
BMI_Healthy weight 1.110223e-16 ... 0.0
BMI_Overweight -9.763241e-17 ... 0.0
BMI_Class 1 Obesity 9.507393e-17 ... 0.0
BMI_Class 2 Obesity -5.551115e-17 ... 0.0
BMI_Class 3 Obesity -1.387779e-17 ... 0.0
GenHlth_Excellent -2.378873e-01 ... 0.0
GenHlth_Very good 2.991885e-01 ... 0.0
GenHlth_Good 1.504308e-01 ... 0.0
GenHlth_Fair -1.655976e-01 ... 0.0
GenHlth_Poor -4.613441e-02 ... 0.0
MentHlth_0 9.212287e-02 ... 0.0
MentHlth_1-5 1.083323e-01 ... 0.0
MentHlth_6-10 -5.209770e-02 ... 0.0
MentHlth_11-15 -2.052860e-02 ... 0.0
MentHlth_16-20 -1.291240e-02 ... 0.0
MentHlth_21-25 -1.372953e-02 ... 0.0
MentHlth_26-30 -1.011869e-01 ... 0.0
PhysHlth_0 4.058377e-02 ... 0.0
PhysHlth_1-5 1.630593e-01 ... 0.0
PhysHlth_6-10 -3.574582e-02 ... 0.0
PhysHlth_11-15 -2.331553e-02 ... 0.0
PhysHlth_16-20 -2.312767e-02 ... 0.0
PhysHlth_21-25 -7.871317e-03 ... 0.0
PhysHlth_26-30 -1.135828e-01 ... 0.0
Education_Never attended school or only kinderg... 2.246992e-05 ... 0.0
Education_Elementary -3.204158e-03 ... 0.0
Education_Some high school -1.606888e-02 ... 0.0
Education_High school graduate 4.067165e-01 ... 0.0
Education_Some college or technical school -7.384649e-02 ... 0.0
Education_College graduate -3.136195e-01 ... 0.0
Income_Less than $10,000 -3.379824e-02 ... 0.0
Income_$10,000-$14,999 -3.287276e-03 ... 0.0
Income_$15,000-$19,999 -6.173074e-03 ... 0.0
Income_$20,000-$24,999 2.357924e-02 ... 0.0
Income_$25,000-$34,999 3.497273e-02 ... 0.0
Income_$35,000-$49,999 -3.317042e-02 ... 0.0
Income_$50,000-$74,999 -1.087296e-01 ... 0.0
Income_$75,000 or more 1.266067e-01 ... 0.0
Sex_Female 1.097883e-16 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 1.097883e-16 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 PC52 \
HighBP -0.0 0.0 0.000000e+00
HighChol -0.0 0.0 -1.169841e-16
CholCheck -0.0 0.0 -3.969923e-16
Smoker -0.0 0.0 1.276342e-17
Stroke -0.0 0.0 -6.840164e-17
HeartDiseaseorAttack -0.0 0.0 -6.526308e-16
PhysActivity -0.0 0.0 -1.192046e-17
Fruits -0.0 0.0 3.458517e-18
Veggies -0.0 0.0 -3.070032e-16
HvyAlcoholConsump -0.0 0.0 3.370355e-17
AnyHealthcare -0.0 0.0 -1.471976e-16
NoDocbcCost -0.0 0.0 6.636123e-17
DiffWalk -0.0 0.0 -6.931734e-17
BMI_Underweight -0.0 0.0 1.971719e-01
BMI_Healthy weight -0.0 0.0 3.825047e-01
BMI_Overweight -0.0 0.0 -2.025934e-01
BMI_Class 1 Obesity -0.0 0.0 3.345482e-01
BMI_Class 2 Obesity -0.0 0.0 1.010100e-01
BMI_Class 3 Obesity -0.0 0.0 -1.910251e-01
GenHlth_Excellent -0.0 0.0 8.047148e-04
GenHlth_Very good -0.0 0.0 8.047148e-04
GenHlth_Good -0.0 0.0 8.047148e-04
GenHlth_Fair -0.0 0.0 8.047148e-04
GenHlth_Poor -0.0 0.0 8.047148e-04
MentHlth_0 -0.0 0.0 1.673250e-01
MentHlth_1-5 -0.0 0.0 1.673250e-01
MentHlth_6-10 -0.0 0.0 1.673250e-01
MentHlth_11-15 -0.0 0.0 1.673250e-01
MentHlth_16-20 -0.0 0.0 1.673250e-01
MentHlth_21-25 -0.0 0.0 1.673250e-01
MentHlth_26-30 -0.0 0.0 1.673250e-01
PhysHlth_0 -0.0 0.0 1.550901e-01
PhysHlth_1-5 -0.0 0.0 1.550901e-01
PhysHlth_6-10 -0.0 0.0 1.550901e-01
PhysHlth_11-15 -0.0 0.0 1.550901e-01
PhysHlth_16-20 -0.0 0.0 1.550901e-01
PhysHlth_21-25 -0.0 0.0 1.550901e-01
PhysHlth_26-30 -0.0 0.0 1.550901e-01
Education_Never attended school or only kinderg... -0.0 0.0 -1.731978e-01
Education_Elementary -0.0 0.0 -1.731978e-01
Education_Some high school -0.0 0.0 -1.731978e-01
Education_High school graduate -0.0 0.0 -1.731978e-01
Education_Some college or technical school -0.0 0.0 -1.731978e-01
Education_College graduate -0.0 0.0 -1.731978e-01
Income_Less than $10,000 -0.0 0.0 -5.774375e-02
Income_$10,000-$14,999 -0.0 0.0 -5.774375e-02
Income_$15,000-$19,999 -0.0 0.0 -5.774375e-02
Income_$20,000-$24,999 -0.0 0.0 -5.774375e-02
Income_$25,000-$34,999 -0.0 0.0 -5.774375e-02
Income_$35,000-$49,999 -0.0 0.0 -5.774375e-02
Income_$50,000-$74,999 -0.0 0.0 -5.774375e-02
Income_$75,000 or more -0.0 0.0 -5.774375e-02
Sex_Female -0.0 0.0 -1.485318e-01
Sex_Male 1.0 0.0 0.000000e+00
Age_18-29 -0.0 1.0 0.000000e+00
Age_30-49 -0.0 0.0 -1.485750e-01
Age_50-64 -0.0 0.0 0.000000e+00
Age_65+ -0.0 0.0 0.000000e+00
PC53 \
HighBP 0.000000e+00
HighChol 1.411953e-16
CholCheck -4.813275e-16
Smoker -8.821827e-17
Stroke 6.285798e-16
HeartDiseaseorAttack 3.399996e-16
PhysActivity 3.346698e-17
Fruits 5.183127e-19
Veggies -1.308319e-16
HvyAlcoholConsump -2.798662e-17
AnyHealthcare -4.107337e-16
NoDocbcCost -8.840826e-17
DiffWalk -2.840905e-17
BMI_Underweight -2.553745e-01
BMI_Healthy weight 5.086735e-02
BMI_Overweight -1.006626e-01
BMI_Class 1 Obesity 1.107631e-02
BMI_Class 2 Obesity 8.434946e-02
BMI_Class 3 Obesity 3.263824e-01
GenHlth_Excellent -1.182383e-01
GenHlth_Very good -1.182383e-01
GenHlth_Good -1.182383e-01
GenHlth_Fair -1.182383e-01
GenHlth_Poor -1.182383e-01
MentHlth_0 1.971803e-01
MentHlth_1-5 1.971803e-01
MentHlth_6-10 1.971803e-01
MentHlth_11-15 1.971803e-01
MentHlth_16-20 1.971803e-01
MentHlth_21-25 1.971803e-01
MentHlth_26-30 1.971803e-01
PhysHlth_0 -2.433803e-01
PhysHlth_1-5 -2.433803e-01
PhysHlth_6-10 -2.433803e-01
PhysHlth_11-15 -2.433803e-01
PhysHlth_16-20 -2.433803e-01
PhysHlth_21-25 -2.433803e-01
PhysHlth_26-30 -2.433803e-01
Education_Never attended school or only kinderg... -9.022135e-02
Education_Elementary -9.022135e-02
Education_Some high school -9.022135e-02
Education_High school graduate -9.022135e-02
Education_Some college or technical school -9.022135e-02
Education_College graduate -9.022135e-02
Income_Less than $10,000 1.415567e-02
Income_$10,000-$14,999 1.415567e-02
Income_$15,000-$19,999 1.415567e-02
Income_$20,000-$24,999 1.415567e-02
Income_$25,000-$34,999 1.415567e-02
Income_$35,000-$49,999 1.415567e-02
Income_$50,000-$74,999 1.415567e-02
Income_$75,000 or more 1.415567e-02
Sex_Female -2.407529e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -2.405861e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 3.458288e-17
CholCheck -2.590818e-16
Smoker 5.855340e-17
Stroke 3.888855e-16
HeartDiseaseorAttack -2.787093e-16
PhysActivity -6.264068e-17
Fruits -5.798954e-17
Veggies 2.133616e-16
HvyAlcoholConsump -2.559015e-16
AnyHealthcare -3.541985e-16
NoDocbcCost -4.778777e-17
DiffWalk 1.256783e-16
BMI_Underweight -1.302301e-02
BMI_Healthy weight -1.190696e-01
BMI_Overweight 1.284076e-01
BMI_Class 1 Obesity 4.788752e-01
BMI_Class 2 Obesity -9.207573e-02
BMI_Class 3 Obesity 1.292528e-01
GenHlth_Excellent -4.452813e-02
GenHlth_Very good -4.452813e-02
GenHlth_Good -4.452813e-02
GenHlth_Fair -4.452813e-02
GenHlth_Poor -4.452813e-02
MentHlth_0 -5.077385e-03
MentHlth_1-5 -5.077385e-03
MentHlth_6-10 -5.077385e-03
MentHlth_11-15 -5.077385e-03
MentHlth_16-20 -5.077385e-03
MentHlth_21-25 -5.077385e-03
MentHlth_26-30 -5.077385e-03
PhysHlth_0 3.154121e-02
PhysHlth_1-5 3.154121e-02
PhysHlth_6-10 3.154121e-02
PhysHlth_11-15 3.154121e-02
PhysHlth_16-20 3.154121e-02
PhysHlth_21-25 3.154121e-02
PhysHlth_26-30 3.154121e-02
Education_Never attended school or only kinderg... 6.006452e-02
Education_Elementary 6.006452e-02
Education_Some high school 6.006452e-02
Education_High school graduate 6.006452e-02
Education_Some college or technical school 6.006452e-02
Education_College graduate 6.006452e-02
Income_Less than $10,000 2.432331e-01
Income_$10,000-$14,999 2.432331e-01
Income_$15,000-$19,999 2.432331e-01
Income_$20,000-$24,999 2.432331e-01
Income_$25,000-$34,999 2.432331e-01
Income_$35,000-$49,999 2.432331e-01
Income_$50,000-$74,999 2.432331e-01
Income_$75,000 or more 2.432331e-01
Sex_Female -3.183185e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -3.183217e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 3.062231e-17
CholCheck -1.393917e-17
Smoker 9.505924e-17
Stroke 6.495705e-17
HeartDiseaseorAttack 4.946634e-16
PhysActivity -3.366715e-17
Fruits 2.015415e-17
Veggies -4.146646e-17
HvyAlcoholConsump -5.118573e-17
AnyHealthcare -2.090118e-16
NoDocbcCost -5.553520e-17
DiffWalk 8.315795e-17
BMI_Underweight 4.418828e-01
BMI_Healthy weight 2.780210e-01
BMI_Overweight 8.030365e-03
BMI_Class 1 Obesity 1.363950e-01
BMI_Class 2 Obesity -4.603759e-02
BMI_Class 3 Obesity 4.047798e-03
GenHlth_Excellent 1.843157e-01
GenHlth_Very good 1.843157e-01
GenHlth_Good 1.843157e-01
GenHlth_Fair 1.843157e-01
GenHlth_Poor 1.843157e-01
MentHlth_0 2.274277e-02
MentHlth_1-5 2.274277e-02
MentHlth_6-10 2.274277e-02
MentHlth_11-15 2.274277e-02
MentHlth_16-20 2.274277e-02
MentHlth_21-25 2.274277e-02
MentHlth_26-30 2.274277e-02
PhysHlth_0 -1.614193e-01
PhysHlth_1-5 -1.614193e-01
PhysHlth_6-10 -1.614193e-01
PhysHlth_11-15 -1.614193e-01
PhysHlth_16-20 -1.614193e-01
PhysHlth_21-25 -1.614193e-01
PhysHlth_26-30 -1.614193e-01
Education_Never attended school or only kinderg... 1.813218e-01
Education_Elementary 1.813218e-01
Education_Some high school 1.813218e-01
Education_High school graduate 1.813218e-01
Education_Some college or technical school 1.813218e-01
Education_College graduate 1.813218e-01
Income_Less than $10,000 -8.293463e-02
Income_$10,000-$14,999 -8.293463e-02
Income_$15,000-$19,999 -8.293463e-02
Income_$20,000-$24,999 -8.293463e-02
Income_$25,000-$34,999 -8.293463e-02
Income_$35,000-$49,999 -8.293463e-02
Income_$50,000-$74,999 -8.293463e-02
Income_$75,000 or more -8.293463e-02
Sex_Female -2.218916e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -2.218961e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 1.415642e-16
CholCheck -1.136967e-15
Smoker 1.660304e-16
Stroke 4.549936e-16
HeartDiseaseorAttack 1.070481e-15
PhysActivity -3.807867e-17
Fruits -8.763597e-17
Veggies 5.489256e-18
HvyAlcoholConsump -1.358366e-15
AnyHealthcare -7.253112e-16
NoDocbcCost -3.049270e-16
DiffWalk 4.525454e-16
BMI_Underweight 2.470021e-01
BMI_Healthy weight -3.848813e-01
BMI_Overweight 2.953591e-01
BMI_Class 1 Obesity 3.223605e-02
BMI_Class 2 Obesity 6.815222e-01
BMI_Class 3 Obesity -1.373203e-01
GenHlth_Excellent 1.299099e-01
GenHlth_Very good 1.299099e-01
GenHlth_Good 1.299099e-01
GenHlth_Fair 1.299099e-01
GenHlth_Poor 1.299099e-01
MentHlth_0 5.572951e-04
MentHlth_1-5 5.572951e-04
MentHlth_6-10 5.572951e-04
MentHlth_11-15 5.572951e-04
MentHlth_16-20 5.572951e-04
MentHlth_21-25 5.572951e-04
MentHlth_26-30 5.572951e-04
PhysHlth_0 -5.969790e-02
PhysHlth_1-5 -5.969790e-02
PhysHlth_6-10 -5.969790e-02
PhysHlth_11-15 -5.969790e-02
PhysHlth_16-20 -5.969790e-02
PhysHlth_21-25 -5.969790e-02
PhysHlth_26-30 -5.969790e-02
Education_Never attended school or only kinderg... -1.282885e-01
Education_Elementary -1.282885e-01
Education_Some high school -1.282885e-01
Education_High school graduate -1.282885e-01
Education_Some college or technical school -1.282885e-01
Education_College graduate -1.282885e-01
Income_Less than $10,000 3.736838e-02
Income_$10,000-$14,999 3.736838e-02
Income_$15,000-$19,999 3.736838e-02
Income_$20,000-$24,999 3.736838e-02
Income_$25,000-$34,999 3.736838e-02
Income_$35,000-$49,999 3.736838e-02
Income_$50,000-$74,999 3.736838e-02
Income_$75,000 or more 3.736838e-02
Sex_Female -2.676204e-04
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -2.654980e-04
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 1.252283e-16 1.159461e-16
CholCheck -3.885160e-16 -6.657101e-16
Smoker -1.567761e-16 -3.157262e-17
Stroke 1.970848e-16 -4.762244e-16
HeartDiseaseorAttack -1.869614e-16 -9.626949e-16
PhysActivity 9.914247e-18 -3.173604e-17
Fruits 5.843340e-17 2.923417e-18
Veggies -1.341553e-17 1.030165e-16
HvyAlcoholConsump -1.017269e-16 -1.962788e-16
AnyHealthcare -3.165381e-16 -1.924781e-16
NoDocbcCost -4.224426e-17 -1.709302e-16
DiffWalk -2.907141e-17 -1.973382e-16
BMI_Underweight -3.743089e-01 5.015703e-01
BMI_Healthy weight 3.725684e-02 -1.711044e-01
BMI_Overweight -1.584806e-01 2.521732e-01
BMI_Class 1 Obesity 5.050658e-02 -2.707132e-01
BMI_Class 2 Obesity 5.200568e-01 6.230340e-02
BMI_Class 3 Obesity -4.188639e-01 2.409239e-01
GenHlth_Excellent -1.235877e-01 -1.877527e-01
GenHlth_Very good -1.235877e-01 -1.877527e-01
GenHlth_Good -1.235877e-01 -1.877527e-01
GenHlth_Fair -1.235877e-01 -1.877527e-01
GenHlth_Poor -1.235877e-01 -1.877527e-01
MentHlth_0 3.137649e-02 1.555407e-01
MentHlth_1-5 3.137649e-02 1.555407e-01
MentHlth_6-10 3.137649e-02 1.555407e-01
MentHlth_11-15 3.137649e-02 1.555407e-01
MentHlth_16-20 3.137649e-02 1.555407e-01
MentHlth_21-25 3.137649e-02 1.555407e-01
MentHlth_26-30 3.137649e-02 1.555407e-01
PhysHlth_0 1.379297e-02 1.008044e-01
PhysHlth_1-5 1.379297e-02 1.008044e-01
PhysHlth_6-10 1.379297e-02 1.008044e-01
PhysHlth_11-15 1.379297e-02 1.008044e-01
PhysHlth_16-20 1.379297e-02 1.008044e-01
PhysHlth_21-25 1.379297e-02 1.008044e-01
PhysHlth_26-30 1.379297e-02 1.008044e-01
Education_Never attended school or only kinderg... 2.118334e-01 1.282568e-01
Education_Elementary 2.118334e-01 1.282568e-01
Education_Some high school 2.118334e-01 1.282568e-01
Education_High school graduate 2.118334e-01 1.282568e-01
Education_Some college or technical school 2.118334e-01 1.282568e-01
Education_College graduate 2.118334e-01 1.282568e-01
Income_Less than $10,000 -3.697871e-02 -8.883291e-03
Income_$10,000-$14,999 -3.697871e-02 -8.883291e-03
Income_$15,000-$19,999 -3.697871e-02 -8.883291e-03
Income_$20,000-$24,999 -3.697871e-02 -8.883291e-03
Income_$25,000-$34,999 -3.697871e-02 -8.883291e-03
Income_$35,000-$49,999 -3.697871e-02 -8.883291e-03
Income_$50,000-$74,999 -3.697871e-02 -8.883291e-03
Income_$75,000 or more -3.697871e-02 -8.883291e-03
Sex_Female -1.003971e-01 4.626351e-02
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 -1.003974e-01 4.626603e-02
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_20:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.907808 -0.687318 -0.123876 0.222126 -0.979936 0.033114 0.671834
1 0.782601 -0.711273 -0.335779 1.104051 -0.331411 -0.484084 -0.155585
2 1.505398 0.084938 -0.071686 -0.161784 -0.176247 0.037773 0.253395
3 0.504524 -0.655660 -0.519509 1.169749 -0.541533 -0.895469 0.332124
4 0.674094 0.498976 0.239917 -0.053243 -0.138997 0.582901 0.042043
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.084994 0.362535 -0.717453 ... 0.0 0.0 0.0 -1.665335e-16
1 -0.551667 -0.015554 0.304836 ... 0.0 0.0 0.0 2.220446e-16
2 -0.021099 -0.142129 0.043437 ... 0.0 0.0 0.0 0.000000e+00
3 0.071693 0.318529 0.002096 ... 0.0 0.0 0.0 -1.110223e-16
4 0.564405 0.621446 -0.910987 ... 0.0 0.0 0.0 -5.551115e-17
PC53 PC54 PC55 PC56 PC57 \
0 1.665335e-16 0.000000e+00 -1.387779e-16 -4.447831e-15 1.026956e-15
1 0.000000e+00 -2.220446e-16 8.326673e-17 -6.245005e-17 -2.775558e-17
2 -1.665335e-16 -2.220446e-16 -2.775558e-17 -6.245005e-17 5.551115e-17
3 -1.110223e-16 0.000000e+00 1.942890e-16 2.983724e-16 -8.326673e-17
4 -2.775558e-16 -1.110223e-16 1.387779e-16 1.457168e-16 -1.387779e-16
PC58
0 -6.245005e-16
1 -2.220446e-16
2 -5.551115e-17
3 0.000000e+00
4 -1.804112e-16
[5 rows x 58 columns]
For Subset_20, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_21:
[1.05693132e-01 8.63232541e-02 7.24807759e-02 6.16446385e-02
5.65330664e-02 5.61236616e-02 4.95943789e-02 4.61889446e-02
4.56443004e-02 3.99204287e-02 3.59979111e-02 3.39711149e-02
2.98819950e-02 2.76558798e-02 2.66207392e-02 2.14160940e-02
1.83083150e-02 1.76782433e-02 1.54749136e-02 1.41575433e-02
1.28577822e-02 1.16112797e-02 1.13994334e-02 1.04952519e-02
1.01192436e-02 9.69684560e-03 8.87952849e-03 8.36834866e-03
8.04709474e-03 7.62548745e-03 6.83206653e-03 6.12063380e-03
5.27363938e-03 4.72940593e-03 4.38555088e-03 3.49124655e-03
2.76156022e-03 2.41902732e-03 2.28852639e-03 1.18795066e-03
1.00766188e-04 1.11860599e-17 5.76614691e-18 5.36142229e-18
3.18424019e-18 7.22742537e-19 9.68463487e-22 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_21:
[0.10569313 0.19201639 0.26449716 0.3261418 0.38267487 0.43879853
0.48839291 0.53458185 0.58022615 0.62014658 0.65614449 0.69011561
0.7199976 0.74765348 0.77427422 0.79569032 0.81399863 0.83167687
0.84715179 0.86130933 0.87416711 0.88577839 0.89717783 0.90767308
0.91779232 0.92748917 0.9363687 0.94473704 0.95278414 0.96040963
0.96724169 0.97336233 0.97863597 0.98336537 0.98775092 0.99124217
0.99400373 0.99642276 0.99871128 0.99989923 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_21:
PC1 \
HighBP -2.887849e-01
HighChol -2.255542e-01
CholCheck -8.398434e-03
Smoker -2.347086e-01
Stroke -3.438544e-02
HeartDiseaseorAttack -7.148703e-02
PhysActivity 1.861023e-01
Fruits 1.058153e-01
Veggies 8.408607e-02
HvyAlcoholConsump -1.792609e-02
AnyHealthcare 6.315821e-02
NoDocbcCost -1.379640e-01
DiffWalk -1.870424e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight -2.646978e-23
BMI_Overweight -3.308722e-24
BMI_Class 1 Obesity 8.271806e-25
BMI_Class 2 Obesity 5.558422e-19
BMI_Class 3 Obesity 1.292470e-26
GenHlth_Excellent 5.522302e-02
GenHlth_Very good 2.536435e-01
GenHlth_Good -1.648403e-02
GenHlth_Fair -1.987425e-01
GenHlth_Poor -9.363993e-02
MentHlth_0 3.046735e-01
MentHlth_1-5 -7.514593e-02
MentHlth_6-10 -3.901896e-02
MentHlth_11-15 -5.252358e-02
MentHlth_16-20 -1.702510e-02
MentHlth_21-25 -1.654777e-02
MentHlth_26-30 -1.044122e-01
PhysHlth_0 3.556637e-01
PhysHlth_1-5 -1.127239e-01
PhysHlth_6-10 -3.968917e-02
PhysHlth_11-15 -2.666888e-02
PhysHlth_16-20 -2.759374e-02
PhysHlth_21-25 -1.306935e-02
PhysHlth_26-30 -1.359187e-01
Education_Never attended school or only kinderg... -4.616167e-04
Education_Elementary -1.047041e-02
Education_Some high school -4.277014e-02
Education_High school graduate -1.739192e-01
Education_Some college or technical school -7.898754e-02
Education_College graduate 3.066089e-01
Income_Less than $10,000 -4.703712e-02
Income_$10,000-$14,999 -4.389322e-02
Income_$15,000-$19,999 -6.646116e-02
Income_$20,000-$24,999 -6.559913e-02
Income_$25,000-$34,999 -6.872604e-02
Income_$35,000-$49,999 -5.595074e-02
Income_$50,000-$74,999 -3.643174e-02
Income_$75,000 or more 3.840991e-01
Sex_Female -0.000000e+00
Sex_Male 5.558423e-19
Age_18-29 -0.000000e+00
Age_30-49 5.558423e-19
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP -4.196493e-02
HighChol -7.794982e-02
CholCheck -1.517346e-02
Smoker 1.025777e-01
Stroke -1.280225e-02
HeartDiseaseorAttack -1.434650e-02
PhysActivity -9.418278e-02
Fruits -5.741490e-02
Veggies -9.568145e-02
HvyAlcoholConsump 3.821049e-04
AnyHealthcare -6.206146e-02
NoDocbcCost -5.860314e-03
DiffWalk -3.628894e-02
BMI_Underweight 5.421011e-20
BMI_Healthy weight 0.000000e+00
BMI_Overweight 3.388132e-21
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -1.543633e-19
BMI_Class 3 Obesity -1.058791e-22
GenHlth_Excellent 4.413689e-02
GenHlth_Very good -7.223824e-03
GenHlth_Good 2.254144e-02
GenHlth_Fair -4.354140e-02
GenHlth_Poor -1.591311e-02
MentHlth_0 3.573328e-01
MentHlth_1-5 -2.418670e-01
MentHlth_6-10 -3.790933e-02
MentHlth_11-15 -2.769108e-02
MentHlth_16-20 -1.142015e-02
MentHlth_21-25 -5.749013e-03
MentHlth_26-30 -3.269622e-02
PhysHlth_0 4.479329e-01
PhysHlth_1-5 -3.785257e-01
PhysHlth_6-10 -2.269991e-02
PhysHlth_11-15 -1.240967e-02
PhysHlth_16-20 -3.187003e-03
PhysHlth_21-25 -1.331429e-03
PhysHlth_26-30 -2.977918e-02
Education_Never attended school or only kinderg... -9.420045e-04
Education_Elementary 2.110300e-03
Education_Some high school 1.265491e-02
Education_High school graduate 2.943501e-01
Education_Some college or technical school 1.191911e-01
Education_College graduate -4.273644e-01
Income_Less than $10,000 5.161832e-03
Income_$10,000-$14,999 1.053867e-02
Income_$15,000-$19,999 1.564005e-02
Income_$20,000-$24,999 1.943060e-02
Income_$25,000-$34,999 4.839361e-02
Income_$35,000-$49,999 7.859535e-02
Income_$50,000-$74,999 1.413474e-01
Income_$75,000 or more -3.191075e-01
Sex_Female 0.000000e+00
Sex_Male -1.549439e-19
Age_18-29 0.000000e+00
Age_30-49 -1.549439e-19
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP 5.360291e-02
HighChol 1.184304e-01
CholCheck 1.415313e-02
Smoker 1.515738e-02
Stroke -1.154011e-02
HeartDiseaseorAttack -1.588444e-02
PhysActivity -4.970636e-02
Fruits -1.109189e-01
Veggies -4.849382e-02
HvyAlcoholConsump 2.362326e-02
AnyHealthcare 4.733163e-03
NoDocbcCost -4.976864e-02
DiffWalk -6.556479e-02
BMI_Underweight 8.673617e-19
BMI_Healthy weight 0.000000e+00
BMI_Overweight 6.505213e-19
BMI_Class 1 Obesity -5.421011e-20
BMI_Class 2 Obesity 3.084562e-20
BMI_Class 3 Obesity 6.776264e-21
GenHlth_Excellent -3.651203e-02
GenHlth_Very good -5.214179e-01
GenHlth_Good 7.583230e-01
GenHlth_Fair -1.522455e-01
GenHlth_Poor -4.814762e-02
MentHlth_0 8.698095e-02
MentHlth_1-5 -1.551968e-02
MentHlth_6-10 -1.714199e-02
MentHlth_11-15 -1.510269e-02
MentHlth_16-20 -9.121768e-05
MentHlth_21-25 -7.723996e-03
MentHlth_26-30 -3.140138e-02
PhysHlth_0 7.100202e-02
PhysHlth_1-5 1.189309e-02
PhysHlth_6-10 6.205581e-03
PhysHlth_11-15 -8.309892e-03
PhysHlth_16-20 -5.459758e-03
PhysHlth_21-25 -4.016581e-03
PhysHlth_26-30 -7.131446e-02
Education_Never attended school or only kinderg... 5.041087e-04
Education_Elementary -7.137687e-04
Education_Some high school 3.196003e-04
Education_High school graduate 5.775800e-02
Education_Some college or technical school -1.545399e-01
Education_College graduate 9.667197e-02
Income_Less than $10,000 -1.700770e-02
Income_$10,000-$14,999 -2.006518e-02
Income_$15,000-$19,999 -2.305003e-02
Income_$20,000-$24,999 -6.805010e-03
Income_$25,000-$34,999 -4.262563e-03
Income_$35,000-$49,999 -1.457097e-02
Income_$50,000-$74,999 -6.319678e-02
Income_$75,000 or more 1.489582e-01
Sex_Female 0.000000e+00
Sex_Male 3.529111e-20
Age_18-29 0.000000e+00
Age_30-49 3.529111e-20
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -1.815529e-01
HighChol -1.595129e-01
CholCheck -1.867701e-02
Smoker -2.160204e-02
Stroke -1.222890e-02
HeartDiseaseorAttack -2.573150e-02
PhysActivity 6.027989e-02
Fruits -8.831651e-03
Veggies 2.588698e-02
HvyAlcoholConsump 3.630675e-03
AnyHealthcare 2.299780e-02
NoDocbcCost -3.066401e-02
DiffWalk -4.653987e-02
BMI_Underweight 6.938894e-18
BMI_Healthy weight -3.469447e-18
BMI_Overweight 3.469447e-18
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.586986e-18
BMI_Class 3 Obesity -6.505213e-19
GenHlth_Excellent -5.624841e-03
GenHlth_Very good -7.317792e-02
GenHlth_Good 1.902382e-01
GenHlth_Fair -1.029078e-01
GenHlth_Poor -8.527627e-03
MentHlth_0 5.247126e-02
MentHlth_1-5 -2.137776e-02
MentHlth_6-10 -1.290971e-02
MentHlth_11-15 -1.649140e-02
MentHlth_16-20 -5.083945e-03
MentHlth_21-25 8.687979e-03
MentHlth_26-30 -5.296426e-03
PhysHlth_0 -1.563255e-01
PhysHlth_1-5 1.828521e-01
PhysHlth_6-10 -6.084542e-03
PhysHlth_11-15 1.060382e-02
PhysHlth_16-20 -1.249116e-02
PhysHlth_21-25 3.024884e-03
PhysHlth_26-30 -2.157952e-02
Education_Never attended school or only kinderg... 4.691579e-04
Education_Elementary -2.869989e-03
Education_Some high school -1.238660e-02
Education_High school graduate -4.280553e-01
Education_Some college or technical school 7.351350e-01
Education_College graduate -2.922923e-01
Income_Less than $10,000 -6.520106e-03
Income_$10,000-$14,999 -1.019056e-02
Income_$15,000-$19,999 -2.226785e-02
Income_$20,000-$24,999 -1.298126e-02
Income_$25,000-$34,999 -1.005617e-02
Income_$35,000-$49,999 -2.408564e-02
Income_$50,000-$74,999 8.057180e-02
Income_$75,000 or more 5.529781e-03
Sex_Female 0.000000e+00
Sex_Male 1.931243e-19
Age_18-29 0.000000e+00
Age_30-49 1.931243e-19
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP 4.476136e-01
HighChol 3.707634e-01
CholCheck 3.186275e-02
Smoker 1.937780e-01
Stroke 2.576148e-02
HeartDiseaseorAttack 4.553440e-02
PhysActivity 1.677888e-01
Fruits 5.860122e-01
Veggies 3.455978e-01
HvyAlcoholConsump 1.645337e-02
AnyHealthcare 3.559614e-02
NoDocbcCost -4.376014e-03
DiffWalk 1.795982e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 5.551115e-17
BMI_Overweight 1.665335e-16
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 8.525525e-17
BMI_Class 3 Obesity -2.081668e-17
GenHlth_Excellent -1.892867e-03
GenHlth_Very good -3.829229e-02
GenHlth_Good 5.399325e-03
GenHlth_Fair 1.642494e-02
GenHlth_Poor 1.836090e-02
MentHlth_0 7.723470e-02
MentHlth_1-5 -8.353008e-02
MentHlth_6-10 1.345037e-02
MentHlth_11-15 -1.158668e-02
MentHlth_16-20 6.369144e-03
MentHlth_21-25 9.694746e-04
MentHlth_26-30 -2.906925e-03
PhysHlth_0 1.572501e-01
PhysHlth_1-5 -1.657950e-01
PhysHlth_6-10 -8.892003e-04
PhysHlth_11-15 -3.455185e-03
PhysHlth_16-20 -4.497620e-03
PhysHlth_21-25 2.838995e-03
PhysHlth_26-30 1.454786e-02
Education_Never attended school or only kinderg... -2.720390e-05
Education_Elementary 1.728089e-03
Education_Some high school 6.076440e-03
Education_High school graduate -1.600952e-01
Education_Some college or technical school 1.536311e-01
Education_College graduate -1.313260e-03
Income_Less than $10,000 -4.154390e-03
Income_$10,000-$14,999 -1.076152e-02
Income_$15,000-$19,999 8.073756e-03
Income_$20,000-$24,999 -1.643833e-03
Income_$25,000-$34,999 -7.601339e-03
Income_$35,000-$49,999 -3.344895e-02
Income_$50,000-$74,999 -3.939089e-02
Income_$75,000 or more 8.892716e-02
Sex_Female 0.000000e+00
Sex_Male -1.428745e-19
Age_18-29 0.000000e+00
Age_30-49 -1.428745e-19
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP -3.593551e-01
HighChol -4.086951e-01
CholCheck -2.692288e-02
Smoker 1.654810e-01
Stroke -4.685331e-03
HeartDiseaseorAttack -2.468667e-02
PhysActivity 2.252167e-01
Fruits 5.240866e-01
Veggies 2.593855e-01
HvyAlcoholConsump 6.329302e-03
AnyHealthcare -3.822664e-02
NoDocbcCost 6.937388e-02
DiffWalk -1.327958e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 3.843774e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.815897e-02
GenHlth_Very good -1.077226e-01
GenHlth_Good 1.513710e-01
GenHlth_Fair -4.556063e-02
GenHlth_Poor -1.624674e-02
MentHlth_0 -1.257003e-01
MentHlth_1-5 9.602922e-02
MentHlth_6-10 1.966814e-02
MentHlth_11-15 -1.131947e-02
MentHlth_16-20 1.228391e-02
MentHlth_21-25 -6.929506e-03
MentHlth_26-30 1.596799e-02
PhysHlth_0 -1.170888e-01
PhysHlth_1-5 1.324115e-01
PhysHlth_6-10 -2.747221e-03
PhysHlth_11-15 8.854306e-03
PhysHlth_16-20 -4.569426e-03
PhysHlth_21-25 -5.475974e-03
PhysHlth_26-30 -1.138437e-02
Education_Never attended school or only kinderg... 1.168351e-03
Education_Elementary 1.424829e-03
Education_Some high school 5.085487e-03
Education_High school graduate 2.303201e-01
Education_Some college or technical school -1.894111e-01
Education_College graduate -4.858765e-02
Income_Less than $10,000 -1.905947e-02
Income_$10,000-$14,999 -2.491208e-03
Income_$15,000-$19,999 1.472636e-02
Income_$20,000-$24,999 1.710006e-02
Income_$25,000-$34,999 1.478188e-02
Income_$35,000-$49,999 8.815866e-02
Income_$50,000-$74,999 1.365919e-01
Income_$75,000 or more -2.498082e-01
Sex_Female 0.000000e+00
Sex_Male -5.754819e-20
Age_18-29 0.000000e+00
Age_30-49 -5.754819e-20
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 1.023197e-01
HighChol 2.530636e-02
CholCheck 1.821714e-02
Smoker 7.820161e-03
Stroke 1.972438e-04
HeartDiseaseorAttack -2.643850e-03
PhysActivity -4.093336e-02
Fruits 1.115930e-01
Veggies -2.742099e-02
HvyAlcoholConsump 4.932288e-03
AnyHealthcare 3.945207e-02
NoDocbcCost -5.016649e-02
DiffWalk -2.818017e-02
BMI_Underweight -1.110223e-16
BMI_Healthy weight -2.775558e-17
BMI_Overweight 8.326673e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 9.724284e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -3.061836e-02
GenHlth_Very good 1.137825e-01
GenHlth_Good -4.258588e-02
GenHlth_Fair -5.634712e-03
GenHlth_Poor -3.494360e-02
MentHlth_0 5.150009e-01
MentHlth_1-5 -3.518713e-01
MentHlth_6-10 -3.120779e-02
MentHlth_11-15 -3.675230e-02
MentHlth_16-20 -1.533813e-02
MentHlth_21-25 -1.228370e-02
MentHlth_26-30 -6.754761e-02
PhysHlth_0 -4.070849e-01
PhysHlth_1-5 4.255220e-01
PhysHlth_6-10 1.249632e-02
PhysHlth_11-15 4.922231e-03
PhysHlth_16-20 -4.143505e-03
PhysHlth_21-25 -3.219411e-03
PhysHlth_26-30 -2.849276e-02
Education_Never attended school or only kinderg... -2.588520e-04
Education_Elementary -1.210299e-03
Education_Some high school -2.086313e-02
Education_High school graduate 3.076772e-01
Education_Some college or technical school -8.109698e-02
Education_College graduate -2.042480e-01
Income_Less than $10,000 -1.597822e-02
Income_$10,000-$14,999 -6.956701e-03
Income_$15,000-$19,999 2.653037e-04
Income_$20,000-$24,999 -3.023588e-02
Income_$25,000-$34,999 -1.358286e-02
Income_$35,000-$49,999 -2.212541e-02
Income_$50,000-$74,999 -1.266228e-01
Income_$75,000 or more 2.152366e-01
Sex_Female 0.000000e+00
Sex_Male 5.939051e-19
Age_18-29 0.000000e+00
Age_30-49 5.939051e-19
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP -2.147492e-02
HighChol -6.548162e-02
CholCheck -3.774100e-03
Smoker 2.425293e-01
Stroke -2.891699e-03
HeartDiseaseorAttack -4.110094e-02
PhysActivity 3.868577e-02
Fruits -1.192619e-02
Veggies -3.059178e-02
HvyAlcoholConsump 4.185201e-02
AnyHealthcare 3.558586e-04
NoDocbcCost -5.548135e-02
DiffWalk -5.334956e-02
BMI_Underweight 2.255141e-17
BMI_Healthy weight 9.714451e-17
BMI_Overweight -1.700029e-16
BMI_Class 1 Obesity 1.630640e-16
BMI_Class 2 Obesity -6.747973e-17
BMI_Class 3 Obesity -1.040834e-16
GenHlth_Excellent -8.545413e-03
GenHlth_Very good 1.241194e-01
GenHlth_Good 4.810044e-03
GenHlth_Fair -1.101979e-01
GenHlth_Poor -1.018610e-02
MentHlth_0 -3.213741e-01
MentHlth_1-5 2.970196e-01
MentHlth_6-10 2.791596e-02
MentHlth_11-15 -3.383531e-03
MentHlth_16-20 2.346890e-03
MentHlth_21-25 -3.131095e-03
MentHlth_26-30 6.062619e-04
PhysHlth_0 1.275727e-01
PhysHlth_1-5 -6.419324e-02
PhysHlth_6-10 -1.414053e-02
PhysHlth_11-15 -5.440204e-03
PhysHlth_16-20 -2.859301e-03
PhysHlth_21-25 -2.937845e-04
PhysHlth_26-30 -4.064566e-02
Education_Never attended school or only kinderg... 7.588581e-05
Education_Elementary -1.081010e-02
Education_Some high school -1.864719e-02
Education_High school graduate 3.296638e-01
Education_Some college or technical school 1.100088e-01
Education_College graduate -4.102911e-01
Income_Less than $10,000 -1.130297e-02
Income_$10,000-$14,999 -5.805471e-03
Income_$15,000-$19,999 -1.047897e-02
Income_$20,000-$24,999 -9.148858e-03
Income_$25,000-$34,999 -2.545206e-02
Income_$35,000-$49,999 -6.096151e-02
Income_$50,000-$74,999 -3.744522e-01
Income_$75,000 or more 4.976021e-01
Sex_Female 0.000000e+00
Sex_Male 5.100890e-19
Age_18-29 0.000000e+00
Age_30-49 5.100890e-19
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP -2.150710e-01
HighChol -5.472806e-02
CholCheck -2.703781e-02
Smoker 8.467228e-01
Stroke -1.201489e-03
HeartDiseaseorAttack 6.137521e-03
PhysActivity -2.002519e-01
Fruits -1.406048e-01
Veggies 1.514225e-02
HvyAlcoholConsump 4.493605e-02
AnyHealthcare -1.487498e-02
NoDocbcCost -2.152795e-02
DiffWalk 5.776137e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity 7.607077e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent 2.665730e-02
GenHlth_Very good 5.862950e-03
GenHlth_Good -6.621421e-02
GenHlth_Fair 1.303143e-02
GenHlth_Poor 2.066253e-02
MentHlth_0 1.276064e-01
MentHlth_1-5 -1.499291e-01
MentHlth_6-10 1.482328e-03
MentHlth_11-15 9.468384e-04
MentHlth_16-20 6.471061e-03
MentHlth_21-25 -5.246287e-03
MentHlth_26-30 1.866872e-02
PhysHlth_0 -1.907077e-02
PhysHlth_1-5 -2.418731e-02
PhysHlth_6-10 -1.974897e-03
PhysHlth_11-15 -8.868231e-04
PhysHlth_16-20 -4.630720e-03
PhysHlth_21-25 5.302311e-03
PhysHlth_26-30 4.544821e-02
Education_Never attended school or only kinderg... -1.442604e-03
Education_Elementary 1.794144e-03
Education_Some high school 5.073549e-02
Education_High school graduate -2.242217e-01
Education_Some college or technical school -5.248713e-02
Education_College graduate 2.256218e-01
Income_Less than $10,000 -2.330183e-04
Income_$10,000-$14,999 -3.208455e-03
Income_$15,000-$19,999 1.600480e-02
Income_$20,000-$24,999 1.639143e-02
Income_$25,000-$34,999 -4.226219e-02
Income_$35,000-$49,999 -4.570290e-02
Income_$50,000-$74,999 -2.642233e-02
Income_$75,000 or more 8.543266e-02
Sex_Female -0.000000e+00
Sex_Male -1.328091e-18
Age_18-29 -0.000000e+00
Age_30-49 -1.328091e-18
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP 8.690050e-02 ... 0.0
HighChol 3.323419e-01 ... 0.0
CholCheck 9.804451e-04 ... 0.0
Smoker 2.298635e-01 ... 0.0
Stroke -2.788330e-02 ... 0.0
HeartDiseaseorAttack -4.325475e-02 ... 0.0
PhysActivity 2.796487e-01 ... 0.0
Fruits -1.664195e-01 ... 0.0
Veggies -5.931348e-02 ... 0.0
HvyAlcoholConsump 1.820795e-02 ... 0.0
AnyHealthcare 5.725702e-02 ... 0.0
NoDocbcCost -1.504877e-01 ... 0.0
DiffWalk -1.959875e-01 ... 0.0
BMI_Underweight -0.000000e+00 ... 0.0
BMI_Healthy weight 1.110223e-16 ... 0.0
BMI_Overweight -5.551115e-17 ... 0.0
BMI_Class 1 Obesity 3.469447e-17 ... 0.0
BMI_Class 2 Obesity 1.170057e-16 ... 0.0
BMI_Class 3 Obesity -2.220446e-16 ... 0.0
GenHlth_Excellent -1.295026e-01 ... 0.0
GenHlth_Very good 3.968602e-01 ... 0.0
GenHlth_Good 1.347133e-01 ... 0.0
GenHlth_Fair -3.157110e-01 ... 0.0
GenHlth_Poor -8.635982e-02 ... 0.0
MentHlth_0 -4.266119e-02 ... 0.0
MentHlth_1-5 2.080885e-01 ... 0.0
MentHlth_6-10 -7.149126e-03 ... 0.0
MentHlth_11-15 -3.243763e-02 ... 0.0
MentHlth_16-20 -1.869710e-02 ... 0.0
MentHlth_21-25 -4.501591e-03 ... 0.0
MentHlth_26-30 -1.026418e-01 ... 0.0
PhysHlth_0 1.993659e-02 ... 0.0
PhysHlth_1-5 2.362853e-01 ... 0.0
PhysHlth_6-10 -2.886512e-02 ... 0.0
PhysHlth_11-15 -3.906066e-02 ... 0.0
PhysHlth_16-20 -1.573733e-02 ... 0.0
PhysHlth_21-25 -1.130884e-02 ... 0.0
PhysHlth_26-30 -1.612499e-01 ... 0.0
Education_Never attended school or only kinderg... 1.027556e-03 ... 0.0
Education_Elementary -1.914247e-02 ... 0.0
Education_Some high school -4.592187e-02 ... 0.0
Education_High school graduate 8.383490e-02 ... 0.0
Education_Some college or technical school -2.887046e-02 ... 0.0
Education_College graduate 9.072350e-03 ... 0.0
Income_Less than $10,000 -5.032765e-02 ... 0.0
Income_$10,000-$14,999 -4.777804e-02 ... 0.0
Income_$15,000-$19,999 -6.336380e-02 ... 0.0
Income_$20,000-$24,999 -2.881581e-02 ... 0.0
Income_$25,000-$34,999 -3.044706e-02 ... 0.0
Income_$35,000-$49,999 5.205514e-02 ... 0.0
Income_$50,000-$74,999 3.783117e-01 ... 0.0
Income_$75,000 or more -2.096345e-01 ... 0.0
Sex_Female -0.000000e+00 ... 0.0
Sex_Male 1.469224e-18 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 1.469224e-18 ... 0.0
Age_50-64 -0.000000e+00 ... 1.0
Age_65+ -0.000000e+00 ... 0.0
PC50 PC51 \
HighBP -0.0 -0.000000e+00
HighChol -0.0 -5.254547e-26
CholCheck -0.0 8.199163e-25
Smoker -0.0 -9.458592e-26
Stroke -0.0 -1.921985e-25
HeartDiseaseorAttack -0.0 -1.319544e-25
PhysActivity -0.0 -6.446065e-28
Fruits -0.0 4.080112e-26
Veggies -0.0 -3.997842e-25
HvyAlcoholConsump -0.0 -6.562522e-25
AnyHealthcare -0.0 -2.099508e-24
NoDocbcCost -0.0 -7.484705e-25
DiffWalk -0.0 5.238892e-25
BMI_Underweight -0.0 5.624083e-10
BMI_Healthy weight -0.0 5.303971e-10
BMI_Overweight -0.0 -1.163811e-10
BMI_Class 1 Obesity -0.0 -3.336730e-11
BMI_Class 2 Obesity -0.0 -1.952684e-10
BMI_Class 3 Obesity -0.0 8.041998e-10
GenHlth_Excellent -0.0 -1.744087e-10
GenHlth_Very good -0.0 -1.744087e-10
GenHlth_Good -0.0 -1.744087e-10
GenHlth_Fair -0.0 -1.744087e-10
GenHlth_Poor -0.0 -1.744087e-10
MentHlth_0 -0.0 -1.719684e-10
MentHlth_1-5 -0.0 -1.719684e-10
MentHlth_6-10 -0.0 -1.719684e-10
MentHlth_11-15 -0.0 -1.719684e-10
MentHlth_16-20 -0.0 -1.719684e-10
MentHlth_21-25 -0.0 -1.719684e-10
MentHlth_26-30 -0.0 -1.719684e-10
PhysHlth_0 -0.0 1.758047e-10
PhysHlth_1-5 -0.0 1.758047e-10
PhysHlth_6-10 -0.0 1.758047e-10
PhysHlth_11-15 -0.0 1.758047e-10
PhysHlth_16-20 -0.0 1.758047e-10
PhysHlth_21-25 -0.0 1.758047e-10
PhysHlth_26-30 -0.0 1.758047e-10
Education_Never attended school or only kinderg... -0.0 -5.925138e-10
Education_Elementary -0.0 -5.925138e-10
Education_Some high school -0.0 -5.925138e-10
Education_High school graduate -0.0 -5.925138e-10
Education_Some college or technical school -0.0 -5.925138e-10
Education_College graduate -0.0 -5.925138e-10
Income_Less than $10,000 -0.0 2.241447e-10
Income_$10,000-$14,999 -0.0 2.241447e-10
Income_$15,000-$19,999 -0.0 2.241447e-10
Income_$20,000-$24,999 -0.0 2.241447e-10
Income_$25,000-$34,999 -0.0 2.241447e-10
Income_$35,000-$49,999 -0.0 2.241447e-10
Income_$50,000-$74,999 -0.0 2.241447e-10
Income_$75,000 or more -0.0 2.241447e-10
Sex_Female -0.0 9.999977e-01
Sex_Male -0.0 1.528672e-03
Age_18-29 1.0 -0.000000e+00
Age_30-49 -0.0 -1.528663e-03
Age_50-64 -0.0 -0.000000e+00
Age_65+ -0.0 -0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol -2.690328e-23
CholCheck 2.891255e-22
Smoker -6.041648e-23
Stroke -1.859664e-22
HeartDiseaseorAttack -4.318084e-23
PhysActivity 8.185894e-24
Fruits -2.184140e-23
Veggies -1.155649e-22
HvyAlcoholConsump -1.847465e-22
AnyHealthcare -9.199310e-22
NoDocbcCost -3.164430e-22
DiffWalk 2.389603e-22
BMI_Underweight 2.601472e-07
BMI_Healthy weight 2.453402e-07
BMI_Overweight -5.383320e-08
BMI_Class 1 Obesity -1.543438e-08
BMI_Class 2 Obesity -9.032320e-08
BMI_Class 3 Obesity 3.719901e-07
GenHlth_Excellent -8.067435e-08
GenHlth_Very good -8.067435e-08
GenHlth_Good -8.067435e-08
GenHlth_Fair -8.067435e-08
GenHlth_Poor -8.067435e-08
MentHlth_0 -7.954558e-08
MentHlth_1-5 -7.954558e-08
MentHlth_6-10 -7.954558e-08
MentHlth_11-15 -7.954558e-08
MentHlth_16-20 -7.954558e-08
MentHlth_21-25 -7.954558e-08
MentHlth_26-30 -7.954558e-08
PhysHlth_0 8.132009e-08
PhysHlth_1-5 8.132009e-08
PhysHlth_6-10 8.132009e-08
PhysHlth_11-15 8.132009e-08
PhysHlth_16-20 8.132009e-08
PhysHlth_21-25 8.132009e-08
PhysHlth_26-30 8.132009e-08
Education_Never attended school or only kinderg... -2.740728e-07
Education_Elementary -2.740728e-07
Education_Some high school -2.740728e-07
Education_High school graduate -2.740728e-07
Education_Some college or technical school -2.740728e-07
Education_College graduate -2.740728e-07
Income_Less than $10,000 1.036802e-07
Income_$10,000-$14,999 1.036802e-07
Income_$15,000-$19,999 1.036802e-07
Income_$20,000-$24,999 1.036802e-07
Income_$25,000-$34,999 1.036802e-07
Income_$35,000-$49,999 1.036802e-07
Income_$50,000-$74,999 1.036802e-07
Income_$75,000 or more 1.036802e-07
Sex_Female -2.161862e-03
Sex_Male 7.071071e-01
Age_18-29 0.000000e+00
Age_30-49 -7.071031e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC53 \
HighBP 0.000000e+00
HighChol 2.327336e-17
CholCheck -1.298565e-17
Smoker 7.785910e-17
Stroke 5.747196e-18
HeartDiseaseorAttack 1.986928e-16
PhysActivity -1.092291e-16
Fruits -2.762899e-19
Veggies 2.295723e-16
HvyAlcoholConsump 2.824700e-16
AnyHealthcare 6.388298e-16
NoDocbcCost 3.974828e-16
DiffWalk 8.853827e-17
BMI_Underweight -3.306252e-01
BMI_Healthy weight 7.027844e-02
BMI_Overweight 3.420301e-01
BMI_Class 1 Obesity 3.910674e-01
BMI_Class 2 Obesity -2.175549e-01
BMI_Class 3 Obesity -2.054536e-01
GenHlth_Excellent 7.295619e-02
GenHlth_Very good 7.295619e-02
GenHlth_Good 7.295619e-02
GenHlth_Fair 7.295619e-02
GenHlth_Poor 7.295619e-02
MentHlth_0 8.047866e-03
MentHlth_1-5 8.047866e-03
MentHlth_6-10 8.047866e-03
MentHlth_11-15 8.047866e-03
MentHlth_16-20 8.047866e-03
MentHlth_21-25 8.047866e-03
MentHlth_26-30 8.047866e-03
PhysHlth_0 5.276669e-02
PhysHlth_1-5 5.276669e-02
PhysHlth_6-10 5.276669e-02
PhysHlth_11-15 5.276669e-02
PhysHlth_16-20 5.276669e-02
PhysHlth_21-25 5.276669e-02
PhysHlth_26-30 5.276669e-02
Education_Never attended school or only kinderg... 2.677183e-01
Education_Elementary 2.677183e-01
Education_Some high school 2.677183e-01
Education_High school graduate 2.677183e-01
Education_Some college or technical school 2.677183e-01
Education_College graduate 2.677183e-01
Income_Less than $10,000 -2.103643e-02
Income_$10,000-$14,999 -2.103643e-02
Income_$15,000-$19,999 -2.103643e-02
Income_$20,000-$24,999 -2.103643e-02
Income_$25,000-$34,999 -2.103643e-02
Income_$35,000-$49,999 -2.103643e-02
Income_$50,000-$74,999 -2.103643e-02
Income_$75,000 or more -2.103643e-02
Sex_Female 0.000000e+00
Sex_Male 1.519091e-01
Age_18-29 0.000000e+00
Age_30-49 1.519091e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP 5.703521e-17
HighChol -1.336013e-16
CholCheck -5.012998e-16
Smoker -8.226438e-18
Stroke -4.530723e-16
HeartDiseaseorAttack 6.038888e-16
PhysActivity -4.468626e-17
Fruits 2.773209e-17
Veggies -1.796375e-16
HvyAlcoholConsump 2.022782e-16
AnyHealthcare 5.052911e-17
NoDocbcCost 4.179910e-17
DiffWalk -2.566115e-16
BMI_Underweight -9.083251e-02
BMI_Healthy weight 2.434418e-01
BMI_Overweight 2.240244e-01
BMI_Class 1 Obesity 4.065994e-01
BMI_Class 2 Obesity 3.685749e-01
BMI_Class 3 Obesity 2.357751e-01
GenHlth_Excellent -2.335409e-01
GenHlth_Very good -2.335409e-01
GenHlth_Good -2.335409e-01
GenHlth_Fair -2.335409e-01
GenHlth_Poor -2.335409e-01
MentHlth_0 9.689916e-02
MentHlth_1-5 9.689916e-02
MentHlth_6-10 9.689916e-02
MentHlth_11-15 9.689916e-02
MentHlth_16-20 9.689916e-02
MentHlth_21-25 9.689916e-02
MentHlth_26-30 9.689916e-02
PhysHlth_0 1.427554e-01
PhysHlth_1-5 1.427554e-01
PhysHlth_6-10 1.427554e-01
PhysHlth_11-15 1.427554e-01
PhysHlth_16-20 1.427554e-01
PhysHlth_21-25 1.427554e-01
PhysHlth_26-30 1.427554e-01
Education_Never attended school or only kinderg... -6.868443e-02
Education_Elementary -6.868443e-02
Education_Some high school -6.868443e-02
Education_High school graduate -6.868443e-02
Education_Some college or technical school -6.868443e-02
Education_College graduate -6.868443e-02
Income_Less than $10,000 -2.772621e-02
Income_$10,000-$14,999 -2.772621e-02
Income_$15,000-$19,999 -2.772621e-02
Income_$20,000-$24,999 -2.772621e-02
Income_$25,000-$34,999 -2.772621e-02
Income_$35,000-$49,999 -2.772621e-02
Income_$50,000-$74,999 -2.772621e-02
Income_$75,000 or more -2.772621e-02
Sex_Female -0.000000e+00
Sex_Male -7.069755e-02
Age_18-29 -0.000000e+00
Age_30-49 -7.069755e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 5.642026e-18
CholCheck 1.589188e-16
Smoker -4.979732e-17
Stroke -2.147959e-16
HeartDiseaseorAttack 1.261145e-16
PhysActivity -6.210791e-18
Fruits -1.485354e-17
Veggies 2.108039e-17
HvyAlcoholConsump -3.610273e-16
AnyHealthcare -3.039076e-17
NoDocbcCost -4.742523e-17
DiffWalk -3.867912e-16
BMI_Underweight -1.213750e-01
BMI_Healthy weight 3.904741e-01
BMI_Overweight 1.353140e-01
BMI_Class 1 Obesity 2.742100e-01
BMI_Class 2 Obesity 6.876979e-02
BMI_Class 3 Obesity 5.091667e-01
GenHlth_Excellent 1.687771e-01
GenHlth_Very good 1.687771e-01
GenHlth_Good 1.687771e-01
GenHlth_Fair 1.687771e-01
GenHlth_Poor 1.687771e-01
MentHlth_0 -7.884082e-02
MentHlth_1-5 -7.884082e-02
MentHlth_6-10 -7.884082e-02
MentHlth_11-15 -7.884082e-02
MentHlth_16-20 -7.884082e-02
MentHlth_21-25 -7.884082e-02
MentHlth_26-30 -7.884082e-02
PhysHlth_0 -1.845420e-01
PhysHlth_1-5 -1.845420e-01
PhysHlth_6-10 -1.845420e-01
PhysHlth_11-15 -1.845420e-01
PhysHlth_16-20 -1.845420e-01
PhysHlth_21-25 -1.845420e-01
PhysHlth_26-30 -1.845420e-01
Education_Never attended school or only kinderg... -5.571366e-02
Education_Elementary -5.571366e-02
Education_Some high school -5.571366e-02
Education_High school graduate -5.571366e-02
Education_Some college or technical school -5.571366e-02
Education_College graduate -5.571366e-02
Income_Less than $10,000 -6.086059e-02
Income_$10,000-$14,999 -6.086059e-02
Income_$15,000-$19,999 -6.086059e-02
Income_$20,000-$24,999 -6.086059e-02
Income_$25,000-$34,999 -6.086059e-02
Income_$35,000-$49,999 -6.086059e-02
Income_$50,000-$74,999 -6.086059e-02
Income_$75,000 or more -6.086059e-02
Sex_Female 0.000000e+00
Sex_Male -3.695191e-02
Age_18-29 0.000000e+00
Age_30-49 -3.695191e-02
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 6.206229e-17
CholCheck -1.078156e-16
Smoker -6.664574e-17
Stroke 2.860536e-16
HeartDiseaseorAttack -1.789203e-18
PhysActivity -2.289863e-17
Fruits -8.771689e-17
Veggies -2.556220e-17
HvyAlcoholConsump 3.369344e-16
AnyHealthcare 4.452715e-16
NoDocbcCost 9.786279e-17
DiffWalk -1.852886e-16
BMI_Underweight -1.552149e-02
BMI_Healthy weight -9.863707e-02
BMI_Overweight 4.197146e-01
BMI_Class 1 Obesity -2.144611e-01
BMI_Class 2 Obesity 2.905545e-01
BMI_Class 3 Obesity -6.616299e-03
GenHlth_Excellent -1.749822e-01
GenHlth_Very good -1.749822e-01
GenHlth_Good -1.749822e-01
GenHlth_Fair -1.749822e-01
GenHlth_Poor -1.749822e-01
MentHlth_0 -2.341936e-01
MentHlth_1-5 -2.341936e-01
MentHlth_6-10 -2.341936e-01
MentHlth_11-15 -2.341936e-01
MentHlth_16-20 -2.341936e-01
MentHlth_21-25 -2.341936e-01
MentHlth_26-30 -2.341936e-01
PhysHlth_0 -8.403311e-02
PhysHlth_1-5 -8.403311e-02
PhysHlth_6-10 -8.403311e-02
PhysHlth_11-15 -8.403311e-02
PhysHlth_16-20 -8.403311e-02
PhysHlth_21-25 -8.403311e-02
PhysHlth_26-30 -8.403311e-02
Education_Never attended school or only kinderg... 7.947690e-02
Education_Elementary 7.947690e-02
Education_Some high school 7.947690e-02
Education_High school graduate 7.947690e-02
Education_Some college or technical school 7.947690e-02
Education_College graduate 7.947690e-02
Income_Less than $10,000 8.589926e-02
Income_$10,000-$14,999 8.589926e-02
Income_$15,000-$19,999 8.589926e-02
Income_$20,000-$24,999 8.589926e-02
Income_$25,000-$34,999 8.589926e-02
Income_$35,000-$49,999 8.589926e-02
Income_$50,000-$74,999 8.589926e-02
Income_$75,000 or more 8.589926e-02
Sex_Female -0.000000e+00
Sex_Male -3.882926e-03
Age_18-29 -0.000000e+00
Age_30-49 -3.882924e-03
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.692608e-17 -1.410507e-18
CholCheck 8.782644e-18 5.667283e-16
Smoker 8.192267e-17 -2.680308e-17
Stroke -6.894948e-16 -1.000691e-15
HeartDiseaseorAttack -1.601210e-16 1.874787e-16
PhysActivity -5.432537e-18 -1.895644e-17
Fruits 2.839514e-17 8.055956e-17
Veggies 1.194241e-16 4.870279e-17
HvyAlcoholConsump -3.064417e-16 7.988222e-17
AnyHealthcare -6.454795e-17 -3.343142e-16
NoDocbcCost -1.460067e-16 -6.096911e-17
DiffWalk -8.958637e-17 4.839610e-16
BMI_Underweight 2.660431e-01 4.706339e-01
BMI_Healthy weight 4.988543e-01 -1.019555e-01
BMI_Overweight -2.441327e-01 -4.445881e-01
BMI_Class 1 Obesity -3.910761e-01 5.558481e-01
BMI_Class 2 Obesity -8.385807e-02 3.378478e-01
BMI_Class 3 Obesity 2.587572e-01 -1.699510e-01
GenHlth_Excellent -8.627221e-02 1.145047e-02
GenHlth_Very good -8.627221e-02 1.145047e-02
GenHlth_Good -8.627221e-02 1.145047e-02
GenHlth_Fair -8.627221e-02 1.145047e-02
GenHlth_Poor -8.627221e-02 1.145047e-02
MentHlth_0 -2.397517e-02 -9.781805e-02
MentHlth_1-5 -2.397517e-02 -9.781805e-02
MentHlth_6-10 -2.397517e-02 -9.781805e-02
MentHlth_11-15 -2.397517e-02 -9.781805e-02
MentHlth_16-20 -2.397517e-02 -9.781805e-02
MentHlth_21-25 -2.397517e-02 -9.781805e-02
MentHlth_26-30 -2.397517e-02 -9.781805e-02
PhysHlth_0 5.903326e-02 -2.555767e-02
PhysHlth_1-5 5.903326e-02 -2.555767e-02
PhysHlth_6-10 5.903326e-02 -2.555767e-02
PhysHlth_11-15 5.903326e-02 -2.555767e-02
PhysHlth_16-20 5.903326e-02 -2.555767e-02
PhysHlth_21-25 5.903326e-02 -2.555767e-02
PhysHlth_26-30 5.903326e-02 -2.555767e-02
Education_Never attended school or only kinderg... 1.963216e-01 8.669723e-02
Education_Elementary 1.963216e-01 8.669723e-02
Education_Some high school 1.963216e-01 8.669723e-02
Education_High school graduate 1.963216e-01 8.669723e-02
Education_Some college or technical school 1.963216e-01 8.669723e-02
Education_College graduate 1.963216e-01 8.669723e-02
Income_Less than $10,000 -1.100618e-01 -4.034484e-03
Income_$10,000-$14,999 -1.100618e-01 -4.034484e-03
Income_$15,000-$19,999 -1.100618e-01 -4.034484e-03
Income_$20,000-$24,999 -1.100618e-01 -4.034484e-03
Income_$25,000-$34,999 -1.100618e-01 -4.034484e-03
Income_$35,000-$49,999 -1.100618e-01 -4.034484e-03
Income_$50,000-$74,999 -1.100618e-01 -4.034484e-03
Income_$75,000 or more -1.100618e-01 -4.034484e-03
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male 4.604479e-03 2.262135e-02
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 4.604480e-03 2.262135e-02
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_21:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.298462 0.807656 0.437161 0.840235 0.213346 -0.141961 -0.442300
1 -0.019779 0.974921 -0.312208 0.685488 -0.344516 -0.126848 -0.282028
2 -0.899288 0.105168 -0.376139 -0.204809 -0.442267 -0.434035 0.151693
3 -1.395011 -0.574547 0.494955 -0.336792 0.433042 0.947952 0.208633
4 -0.953478 -0.451735 0.325955 -0.007620 -0.389126 1.683170 0.033444
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.423434 0.519390 0.593705 ... 0.0 0.0 8.383641e-20 -3.082734e-17
1 -0.043153 0.790199 -0.412770 ... 0.0 0.0 8.383641e-20 -3.082734e-17
2 -0.747208 0.048977 -0.991122 ... 0.0 0.0 8.383641e-20 -3.082734e-17
3 0.500807 -0.389243 0.813233 ... 0.0 0.0 8.383641e-20 -3.082734e-17
4 0.639220 -0.042474 0.255863 ... 0.0 0.0 8.383641e-20 -3.082734e-17
PC53 PC54 PC55 PC56 PC57 \
0 -5.551115e-17 -5.551115e-16 -3.330669e-16 -2.706169e-16 -1.387779e-17
1 2.775558e-16 0.000000e+00 -1.110223e-16 6.938894e-18 -1.249001e-16
2 -3.885781e-16 -2.109424e-15 3.330669e-16 8.673617e-16 -4.996004e-16
3 5.551115e-16 -3.330669e-16 -2.220446e-16 -1.040834e-16 6.938894e-17
4 1.110223e-16 -2.775558e-16 -3.330669e-16 -2.567391e-16 0.000000e+00
PC58
0 6.106227e-16
1 1.665335e-16
2 -7.216450e-16
3 -1.665335e-16
4 -5.551115e-17
[5 rows x 58 columns]
For Subset_21, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_22:
[1.05527892e-01 7.84899012e-02 6.45401867e-02 5.96501624e-02
5.32321469e-02 4.91681626e-02 4.70526944e-02 4.17781989e-02
4.07089502e-02 3.66198588e-02 3.35046919e-02 3.27093117e-02
3.00394342e-02 2.67234788e-02 2.60382788e-02 2.44577281e-02
2.14547157e-02 2.02387058e-02 1.76311192e-02 1.72559724e-02
1.61777909e-02 1.57010408e-02 1.52400790e-02 1.31226809e-02
1.20808610e-02 1.17714231e-02 1.09247237e-02 1.05140430e-02
9.30816507e-03 8.54751895e-03 7.07891444e-03 6.72633365e-03
6.53571830e-03 6.36162059e-03 5.74533853e-03 5.02569049e-03
3.86726971e-03 3.33869183e-03 2.84330656e-03 2.05155247e-03
2.15646498e-04 1.64114926e-17 9.49298540e-18 7.47687450e-18
5.34326151e-18 2.37721049e-18 1.77830399e-18 1.38317654e-18
4.63674570e-30 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_22:
[0.10552789 0.18401779 0.24855798 0.30820814 0.36144029 0.41060845
0.45766115 0.49943934 0.5401483 0.57676815 0.61027285 0.64298216
0.67302159 0.69974507 0.72578335 0.75024108 0.77169579 0.7919345
0.80956562 0.82682159 0.84299938 0.85870042 0.8739405 0.88706318
0.89914404 0.91091547 0.92184019 0.93235423 0.9416624 0.95020992
0.95728883 0.96401517 0.97055088 0.9769125 0.98265784 0.98768353
0.9915508 0.99488949 0.9977328 0.99978435 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_22:
PC1 \
HighBP -2.244059e-01
HighChol -1.927425e-01
CholCheck -6.792076e-03
Smoker -2.356895e-01
Stroke -3.309964e-02
HeartDiseaseorAttack -5.243202e-02
PhysActivity 2.104982e-01
Fruits 1.061542e-01
Veggies 6.814013e-02
HvyAlcoholConsump 5.054926e-03
AnyHealthcare 5.862616e-02
NoDocbcCost -1.801964e-01
DiffWalk -2.619820e-01
BMI_Underweight -2.646978e-23
BMI_Healthy weight 3.308722e-24
BMI_Overweight 8.271806e-25
BMI_Class 1 Obesity 1.033976e-25
BMI_Class 2 Obesity -3.973466e-17
BMI_Class 3 Obesity 1.615587e-27
GenHlth_Excellent 5.378856e-02
GenHlth_Very good 3.005370e-01
GenHlth_Good -3.763990e-02
GenHlth_Fair -2.366232e-01
GenHlth_Poor -8.006252e-02
MentHlth_0 2.952346e-01
MentHlth_1-5 -2.032303e-02
MentHlth_6-10 -3.185163e-02
MentHlth_11-15 -3.935601e-02
MentHlth_16-20 -3.408597e-02
MentHlth_21-25 -1.902909e-02
MentHlth_26-30 -1.505889e-01
PhysHlth_0 3.934262e-01
PhysHlth_1-5 -1.037400e-01
PhysHlth_6-10 -5.668627e-02
PhysHlth_11-15 -5.220158e-02
PhysHlth_16-20 -3.704213e-02
PhysHlth_21-25 -1.292586e-02
PhysHlth_26-30 -1.308303e-01
Education_Never attended school or only kinderg... 8.481985e-05
Education_Elementary -1.144889e-02
Education_Some high school -4.101073e-02
Education_High school graduate -1.244815e-01
Education_Some college or technical school -1.387975e-01
Education_College graduate 3.156537e-01
Income_Less than $10,000 -7.285842e-02
Income_$10,000-$14,999 -6.225932e-02
Income_$15,000-$19,999 -6.794767e-02
Income_$20,000-$24,999 -5.458318e-02
Income_$25,000-$34,999 -3.579794e-02
Income_$35,000-$49,999 -4.361431e-03
Income_$50,000-$74,999 3.034615e-02
Income_$75,000 or more 2.674618e-01
Sex_Female -3.973466e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -3.973466e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP 4.088581e-02
HighChol 1.911386e-02
CholCheck 1.694366e-02
Smoker -1.667421e-01
Stroke 8.411501e-03
HeartDiseaseorAttack 2.003061e-03
PhysActivity 9.442619e-02
Fruits 1.333837e-01
Veggies 9.161038e-02
HvyAlcoholConsump 1.761200e-03
AnyHealthcare 6.556729e-02
NoDocbcCost -3.482743e-02
DiffWalk 2.947629e-02
BMI_Underweight 1.084202e-19
BMI_Healthy weight 1.355253e-20
BMI_Overweight 6.776264e-21
BMI_Class 1 Obesity -1.694066e-21
BMI_Class 2 Obesity 1.254868e-16
BMI_Class 3 Obesity -1.058791e-22
GenHlth_Excellent -4.597159e-02
GenHlth_Very good -1.168728e-02
GenHlth_Good 6.111816e-02
GenHlth_Fair -8.429527e-03
GenHlth_Poor 4.970233e-03
MentHlth_0 -3.970857e-01
MentHlth_1-5 3.232138e-01
MentHlth_6-10 3.580746e-02
MentHlth_11-15 1.845078e-02
MentHlth_16-20 1.039470e-02
MentHlth_21-25 3.026958e-03
MentHlth_26-30 6.191962e-03
PhysHlth_0 -4.198952e-01
PhysHlth_1-5 3.639457e-01
PhysHlth_6-10 2.679088e-02
PhysHlth_11-15 9.997513e-03
PhysHlth_16-20 8.749480e-03
PhysHlth_21-25 3.554068e-03
PhysHlth_26-30 6.857606e-03
Education_Never attended school or only kinderg... -1.539632e-03
Education_Elementary -8.474214e-03
Education_Some high school -2.443787e-02
Education_High school graduate -1.894527e-01
Education_Some college or technical school -2.131344e-01
Education_College graduate 4.370388e-01
Income_Less than $10,000 -2.443178e-02
Income_$10,000-$14,999 -2.681527e-02
Income_$15,000-$19,999 -4.716392e-02
Income_$20,000-$24,999 -5.472320e-02
Income_$25,000-$34,999 -4.226121e-02
Income_$35,000-$49,999 -5.221025e-02
Income_$50,000-$74,999 -6.378416e-03
Income_$75,000 or more 2.539841e-01
Sex_Female 1.254872e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 1.254872e-16
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP 2.403299e-02
HighChol 9.190273e-03
CholCheck -2.536575e-03
Smoker -5.604778e-02
Stroke -2.430294e-03
HeartDiseaseorAttack -1.040732e-02
PhysActivity -3.408306e-02
Fruits -2.999988e-02
Veggies -2.564682e-02
HvyAlcoholConsump 1.920826e-03
AnyHealthcare -2.680404e-02
NoDocbcCost -1.078344e-02
DiffWalk -7.658692e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 0.000000e+00
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 8.673617e-19
BMI_Class 2 Obesity 2.012311e-17
BMI_Class 3 Obesity -1.084202e-19
GenHlth_Excellent -3.746282e-03
GenHlth_Very good -5.320822e-01
GenHlth_Good 7.505274e-01
GenHlth_Fair -1.731433e-01
GenHlth_Poor -4.155569e-02
MentHlth_0 1.954878e-01
MentHlth_1-5 -1.070695e-01
MentHlth_6-10 -1.978598e-02
MentHlth_11-15 -7.558914e-03
MentHlth_16-20 -1.284850e-02
MentHlth_21-25 -4.508773e-03
MentHlth_26-30 -4.371610e-02
PhysHlth_0 3.758640e-02
PhysHlth_1-5 4.585269e-02
PhysHlth_6-10 8.315082e-03
PhysHlth_11-15 -1.123788e-02
PhysHlth_16-20 -2.060601e-02
PhysHlth_21-25 -7.038101e-03
PhysHlth_26-30 -5.287218e-02
Education_Never attended school or only kinderg... 2.341562e-03
Education_Elementary 3.503061e-03
Education_Some high school 1.513228e-02
Education_High school graduate 7.619104e-02
Education_Some college or technical school -1.808705e-01
Education_College graduate 8.370252e-02
Income_Less than $10,000 -1.862852e-02
Income_$10,000-$14,999 -8.674982e-03
Income_$15,000-$19,999 1.918418e-02
Income_$20,000-$24,999 1.659057e-02
Income_$25,000-$34,999 1.453242e-02
Income_$35,000-$49,999 6.688063e-03
Income_$50,000-$74,999 -4.477193e-02
Income_$75,000 or more 1.508020e-02
Sex_Female 1.977588e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.977588e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -8.695365e-02
HighChol -1.703796e-01
CholCheck -1.579806e-02
Smoker 2.741327e-02
Stroke -2.017347e-02
HeartDiseaseorAttack -3.168069e-02
PhysActivity 2.475160e-01
Fruits 2.126368e-01
Veggies 1.666597e-01
HvyAlcoholConsump 3.801293e-03
AnyHealthcare 4.251718e-03
NoDocbcCost 3.056385e-02
DiffWalk -1.302958e-01
BMI_Underweight 5.551115e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight -3.469447e-18
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity -4.617931e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -2.495240e-02
GenHlth_Very good 1.840232e-02
GenHlth_Good 2.513927e-01
GenHlth_Fair -1.912892e-01
GenHlth_Poor -5.355342e-02
MentHlth_0 -1.362454e-01
MentHlth_1-5 1.964318e-01
MentHlth_6-10 -8.256182e-03
MentHlth_11-15 1.122012e-02
MentHlth_16-20 -2.489220e-03
MentHlth_21-25 -3.432905e-03
MentHlth_26-30 -5.722819e-02
PhysHlth_0 -1.198927e-02
PhysHlth_1-5 1.636997e-01
PhysHlth_6-10 -1.180986e-02
PhysHlth_11-15 -2.244861e-02
PhysHlth_16-20 -1.838431e-02
PhysHlth_21-25 -8.725084e-03
PhysHlth_26-30 -9.034258e-02
Education_Never attended school or only kinderg... -5.862582e-04
Education_Elementary -1.491562e-02
Education_Some high school -3.722343e-02
Education_High school graduate -2.443894e-01
Education_Some college or technical school 6.409376e-01
Education_College graduate -3.438229e-01
Income_Less than $10,000 -5.361063e-02
Income_$10,000-$14,999 -4.577903e-02
Income_$15,000-$19,999 -1.310629e-02
Income_$20,000-$24,999 3.321700e-03
Income_$25,000-$34,999 3.294807e-03
Income_$35,000-$49,999 4.199542e-02
Income_$50,000-$74,999 9.927628e-02
Income_$75,000 or more -3.539225e-02
Sex_Female -4.724014e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -4.724014e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP 1.808262e-01
HighChol 8.752628e-02
CholCheck 1.932203e-02
Smoker 1.321964e-03
Stroke 1.957352e-02
HeartDiseaseorAttack 2.369746e-02
PhysActivity 7.909049e-02
Fruits 4.370265e-01
Veggies 2.361921e-01
HvyAlcoholConsump -4.071486e-03
AnyHealthcare -1.385835e-03
NoDocbcCost 9.440367e-03
DiffWalk 7.223882e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity 6.938894e-18
BMI_Class 2 Obesity 9.012249e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.026229e-02
GenHlth_Very good -4.416517e-02
GenHlth_Good -1.246252e-01
GenHlth_Fair 1.372766e-01
GenHlth_Poor 2.125142e-02
MentHlth_0 4.839441e-01
MentHlth_1-5 -4.657112e-01
MentHlth_6-10 -2.004796e-02
MentHlth_11-15 1.792620e-03
MentHlth_16-20 7.244486e-03
MentHlth_21-25 1.049682e-03
MentHlth_26-30 -8.271745e-03
PhysHlth_0 -3.115939e-01
PhysHlth_1-5 1.894305e-01
PhysHlth_6-10 2.593229e-02
PhysHlth_11-15 1.644904e-02
PhysHlth_16-20 1.383435e-02
PhysHlth_21-25 5.499015e-03
PhysHlth_26-30 6.044873e-02
Education_Never attended school or only kinderg... -1.642923e-03
Education_Elementary 1.137524e-02
Education_Some high school -1.618639e-04
Education_High school graduate -1.464841e-01
Education_Some college or technical school 1.109054e-01
Education_College graduate 2.600835e-02
Income_Less than $10,000 1.031600e-02
Income_$10,000-$14,999 2.458920e-03
Income_$15,000-$19,999 -8.682230e-03
Income_$20,000-$24,999 9.961930e-03
Income_$25,000-$34,999 1.684314e-02
Income_$35,000-$49,999 -3.627326e-02
Income_$50,000-$74,999 -1.336953e-01
Income_$75,000 or more 1.390708e-01
Sex_Female 8.823092e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 8.823092e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP -2.945713e-01
HighChol -2.833075e-01
CholCheck 1.799893e-03
Smoker -2.024881e-02
Stroke -1.037375e-02
HeartDiseaseorAttack -1.801648e-02
PhysActivity 1.211600e-01
Fruits 2.677156e-01
Veggies 1.132099e-01
HvyAlcoholConsump -1.128903e-02
AnyHealthcare -9.697539e-02
NoDocbcCost 9.378908e-02
DiffWalk -8.301249e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 1.909613e-16
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent 5.713953e-03
GenHlth_Very good 1.216226e-01
GenHlth_Good -3.821992e-02
GenHlth_Fair -4.788986e-02
GenHlth_Poor -4.122678e-02
MentHlth_0 5.784212e-02
MentHlth_1-5 5.413529e-02
MentHlth_6-10 -3.274078e-02
MentHlth_11-15 -1.062732e-02
MentHlth_16-20 -4.064168e-03
MentHlth_21-25 -6.532194e-03
MentHlth_26-30 -5.801295e-02
PhysHlth_0 -1.930102e-01
PhysHlth_1-5 2.873967e-01
PhysHlth_6-10 -1.617435e-02
PhysHlth_11-15 -2.949051e-03
PhysHlth_16-20 -1.572902e-02
PhysHlth_21-25 -1.914572e-03
PhysHlth_26-30 -5.761957e-02
Education_Never attended school or only kinderg... -4.111268e-04
Education_Elementary 1.613558e-03
Education_Some high school -2.416528e-03
Education_High school graduate 5.294225e-01
Education_Some college or technical school -3.373574e-01
Education_College graduate -1.908510e-01
Income_Less than $10,000 -1.872707e-02
Income_$10,000-$14,999 2.001592e-02
Income_$15,000-$19,999 5.994051e-02
Income_$20,000-$24,999 4.153859e-02
Income_$25,000-$34,999 5.292039e-02
Income_$35,000-$49,999 9.102584e-02
Income_$50,000-$74,999 6.997626e-02
Income_$75,000 or more -3.166904e-01
Sex_Female 1.426637e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.426637e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 1.515418e-01
HighChol 1.599362e-01
CholCheck 1.756025e-02
Smoker 4.811984e-02
Stroke 2.385943e-02
HeartDiseaseorAttack 2.908807e-02
PhysActivity 1.878511e-01
Fruits 6.170420e-01
Veggies 2.299943e-01
HvyAlcoholConsump -4.962592e-03
AnyHealthcare -3.380891e-02
NoDocbcCost 8.364347e-02
DiffWalk 1.187118e-01
BMI_Underweight 6.938894e-18
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 1.665335e-16
BMI_Class 2 Obesity -9.108180e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent 4.212039e-03
GenHlth_Very good -1.336330e-01
GenHlth_Good 3.226954e-02
GenHlth_Fair 5.841548e-02
GenHlth_Poor 3.873589e-02
MentHlth_0 -2.660671e-01
MentHlth_1-5 1.342335e-01
MentHlth_6-10 1.712081e-02
MentHlth_11-15 4.173855e-02
MentHlth_16-20 1.006486e-02
MentHlth_21-25 3.921403e-04
MentHlth_26-30 6.251719e-02
PhysHlth_0 3.161275e-01
PhysHlth_1-5 -4.393972e-01
PhysHlth_6-10 1.441312e-02
PhysHlth_11-15 2.450031e-02
PhysHlth_16-20 1.787713e-02
PhysHlth_21-25 9.679486e-03
PhysHlth_26-30 5.679966e-02
Education_Never attended school or only kinderg... -7.334571e-04
Education_Elementary 9.676520e-03
Education_Some high school 1.751167e-02
Education_High school graduate 6.545637e-02
Education_Some college or technical school -1.466828e-01
Education_College graduate 5.477167e-02
Income_Less than $10,000 3.229318e-02
Income_$10,000-$14,999 2.633067e-02
Income_$15,000-$19,999 1.591225e-02
Income_$20,000-$24,999 2.368695e-02
Income_$25,000-$34,999 1.444283e-02
Income_$35,000-$49,999 -3.878876e-03
Income_$50,000-$74,999 -2.121218e-02
Income_$75,000 or more -8.757483e-02
Sex_Female -1.451228e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -1.451228e-16
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP 1.509116e-01
HighChol 3.640949e-01
CholCheck -1.530050e-02
Smoker 7.202019e-01
Stroke -1.325101e-02
HeartDiseaseorAttack -2.598788e-03
PhysActivity 2.254949e-01
Fruits -9.765296e-02
Veggies 1.018382e-01
HvyAlcoholConsump 5.081333e-02
AnyHealthcare 2.338536e-02
NoDocbcCost -6.899560e-02
DiffWalk -1.097461e-01
BMI_Underweight 5.551115e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight -1.387779e-16
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity -1.898564e-16
BMI_Class 3 Obesity 2.220446e-16
GenHlth_Excellent -8.309401e-02
GenHlth_Very good 2.082813e-01
GenHlth_Good 7.420474e-02
GenHlth_Fair -1.736128e-01
GenHlth_Poor -2.577918e-02
MentHlth_0 4.863672e-02
MentHlth_1-5 8.269801e-02
MentHlth_6-10 -2.364702e-02
MentHlth_11-15 -1.521561e-02
MentHlth_16-20 -1.396879e-02
MentHlth_21-25 -9.086144e-03
MentHlth_26-30 -6.941717e-02
PhysHlth_0 4.154277e-02
PhysHlth_1-5 1.591854e-01
PhysHlth_6-10 -3.889647e-02
PhysHlth_11-15 -3.260121e-02
PhysHlth_16-20 -3.413767e-02
PhysHlth_21-25 -5.774050e-03
PhysHlth_26-30 -8.931877e-02
Education_Never attended school or only kinderg... -2.663830e-03
Education_Elementary -2.330303e-02
Education_Some high school -8.679175e-03
Education_High school graduate 1.753661e-01
Education_Some college or technical school -1.142072e-01
Education_College graduate -2.651285e-02
Income_Less than $10,000 -1.838141e-02
Income_$10,000-$14,999 -3.559397e-02
Income_$15,000-$19,999 -2.970790e-02
Income_$20,000-$24,999 -2.455144e-02
Income_$25,000-$34,999 -2.151551e-03
Income_$35,000-$49,999 -3.067266e-02
Income_$50,000-$74,999 -6.222541e-02
Income_$75,000 or more 2.032843e-01
Sex_Female 4.377163e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 4.377163e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP 5.256815e-01
HighChol 3.955030e-01
CholCheck 3.119331e-02
Smoker -5.050901e-01
Stroke 1.011758e-02
HeartDiseaseorAttack 7.999367e-03
PhysActivity 2.392124e-01
Fruits -5.955448e-02
Veggies -1.360730e-01
HvyAlcoholConsump -1.373831e-02
AnyHealthcare -1.158164e-02
NoDocbcCost -8.819496e-02
DiffWalk -1.222007e-01
BMI_Underweight -1.387779e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 6.726029e-17
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -3.507346e-02
GenHlth_Very good 9.590476e-02
GenHlth_Good -2.226200e-02
GenHlth_Fair 2.102581e-02
GenHlth_Poor -5.959511e-02
MentHlth_0 1.080087e-01
MentHlth_1-5 1.507381e-01
MentHlth_6-10 -5.507217e-02
MentHlth_11-15 -3.118489e-02
MentHlth_16-20 -1.448967e-02
MentHlth_21-25 -9.833152e-03
MentHlth_26-30 -1.481669e-01
PhysHlth_0 4.025441e-02
PhysHlth_1-5 1.296235e-01
PhysHlth_6-10 -1.557744e-02
PhysHlth_11-15 -2.182234e-02
PhysHlth_16-20 -1.076290e-02
PhysHlth_21-25 -1.076152e-02
PhysHlth_26-30 -1.109537e-01
Education_Never attended school or only kinderg... 2.868287e-04
Education_Elementary 3.732334e-03
Education_Some high school -2.893727e-02
Education_High school graduate 1.737632e-01
Education_Some college or technical school 8.202660e-03
Education_College graduate -1.570478e-01
Income_Less than $10,000 -7.684277e-04
Income_$10,000-$14,999 -1.656491e-02
Income_$15,000-$19,999 -1.635646e-02
Income_$20,000-$24,999 8.621077e-03
Income_$25,000-$34,999 1.634830e-02
Income_$35,000-$49,999 2.407800e-02
Income_$50,000-$74,999 1.407276e-01
Income_$75,000 or more -1.560852e-01
Sex_Female 1.627127e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 1.627127e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... \
HighBP -9.741207e-03 ...
HighChol 1.121600e-01 ...
CholCheck 7.906091e-03 ...
Smoker 1.898852e-01 ...
Stroke -4.294714e-03 ...
HeartDiseaseorAttack -5.524088e-03 ...
PhysActivity 2.535936e-02 ...
Fruits -3.094150e-02 ...
Veggies 5.741639e-02 ...
HvyAlcoholConsump -1.754716e-03 ...
AnyHealthcare -6.905381e-04 ...
NoDocbcCost 1.144093e-01 ...
DiffWalk -1.440300e-02 ...
BMI_Underweight -3.469447e-17 ...
BMI_Healthy weight -3.469447e-17 ...
BMI_Overweight -4.336809e-17 ...
BMI_Class 1 Obesity -1.249001e-16 ...
BMI_Class 2 Obesity 2.285049e-16 ...
BMI_Class 3 Obesity -2.151057e-16 ...
GenHlth_Excellent -2.738794e-02 ...
GenHlth_Very good 4.181324e-02 ...
GenHlth_Good 2.159568e-02 ...
GenHlth_Fair -3.841680e-02 ...
GenHlth_Poor 2.395819e-03 ...
MentHlth_0 9.680640e-02 ...
MentHlth_1-5 -1.090567e-01 ...
MentHlth_6-10 -4.434635e-02 ...
MentHlth_11-15 3.356570e-03 ...
MentHlth_16-20 7.199389e-03 ...
MentHlth_21-25 3.840443e-03 ...
MentHlth_26-30 4.220021e-02 ...
PhysHlth_0 -1.356614e-02 ...
PhysHlth_1-5 4.153416e-02 ...
PhysHlth_6-10 1.122779e-02 ...
PhysHlth_11-15 1.201245e-03 ...
PhysHlth_16-20 -1.050739e-02 ...
PhysHlth_21-25 -3.422215e-03 ...
PhysHlth_26-30 -2.646745e-02 ...
Education_Never attended school or only kinderg... -6.493574e-04 ...
Education_Elementary -2.834243e-03 ...
Education_Some high school 5.153969e-03 ...
Education_High school graduate -3.110429e-01 ...
Education_Some college or technical school -4.385478e-02 ...
Education_College graduate 3.532273e-01 ...
Income_Less than $10,000 -1.821215e-02 ...
Income_$10,000-$14,999 -3.478333e-02 ...
Income_$15,000-$19,999 -4.851267e-02 ...
Income_$20,000-$24,999 -3.099962e-02 ...
Income_$25,000-$34,999 1.756405e-02 ...
Income_$35,000-$49,999 4.908812e-02 ...
Income_$50,000-$74,999 6.105721e-01 ...
Income_$75,000 or more -5.447165e-01 ...
Sex_Female 1.752160e-17 ...
Sex_Male 0.000000e+00 ...
Age_18-29 0.000000e+00 ...
Age_30-49 1.752160e-17 ...
Age_50-64 0.000000e+00 ...
Age_65+ 0.000000e+00 ...
PC49 PC50 PC51 \
HighBP -0.000000e+00 0.0 0.0
HighChol 3.642208e-24 0.0 0.0
CholCheck -2.446189e-23 0.0 0.0
Smoker -1.525295e-23 0.0 0.0
Stroke -2.161555e-23 0.0 0.0
HeartDiseaseorAttack -2.151115e-23 0.0 0.0
PhysActivity 9.287243e-24 0.0 0.0
Fruits 1.431831e-23 0.0 0.0
Veggies -5.218676e-24 0.0 0.0
HvyAlcoholConsump 2.749121e-23 0.0 0.0
AnyHealthcare 1.794956e-24 0.0 0.0
NoDocbcCost -4.105870e-25 0.0 0.0
DiffWalk 7.845313e-24 0.0 0.0
BMI_Underweight -1.923250e-08 0.0 0.0
BMI_Healthy weight -8.129998e-08 0.0 0.0
BMI_Overweight -3.162556e-08 0.0 0.0
BMI_Class 1 Obesity -4.929103e-08 0.0 0.0
BMI_Class 2 Obesity -4.165861e-08 0.0 0.0
BMI_Class 3 Obesity -3.518870e-09 0.0 0.0
GenHlth_Excellent -4.343916e-09 0.0 0.0
GenHlth_Very good -4.343916e-09 0.0 0.0
GenHlth_Good -4.343916e-09 0.0 0.0
GenHlth_Fair -4.343916e-09 0.0 0.0
GenHlth_Poor -4.343916e-09 0.0 0.0
MentHlth_0 3.711053e-09 0.0 0.0
MentHlth_1-5 3.711053e-09 0.0 0.0
MentHlth_6-10 3.711053e-09 0.0 0.0
MentHlth_11-15 3.711053e-09 0.0 0.0
MentHlth_16-20 3.711053e-09 0.0 0.0
MentHlth_21-25 3.711053e-09 0.0 0.0
MentHlth_26-30 3.711053e-09 0.0 0.0
PhysHlth_0 -1.337627e-08 0.0 0.0
PhysHlth_1-5 -1.337627e-08 0.0 0.0
PhysHlth_6-10 -1.337627e-08 0.0 0.0
PhysHlth_11-15 -1.337627e-08 0.0 0.0
PhysHlth_16-20 -1.337627e-08 0.0 0.0
PhysHlth_21-25 -1.337627e-08 0.0 0.0
PhysHlth_26-30 -1.337627e-08 0.0 0.0
Education_Never attended school or only kinderg... 2.226824e-08 0.0 0.0
Education_Elementary 2.226824e-08 0.0 0.0
Education_Some high school 2.226824e-08 0.0 0.0
Education_High school graduate 2.226824e-08 0.0 0.0
Education_Some college or technical school 2.226824e-08 0.0 0.0
Education_College graduate 2.226824e-08 0.0 0.0
Income_Less than $10,000 -9.894582e-09 0.0 0.0
Income_$10,000-$14,999 -9.894582e-09 0.0 0.0
Income_$15,000-$19,999 -9.894582e-09 0.0 0.0
Income_$20,000-$24,999 -9.894582e-09 0.0 0.0
Income_$25,000-$34,999 -9.894582e-09 0.0 0.0
Income_$35,000-$49,999 -9.894582e-09 0.0 0.0
Income_$50,000-$74,999 -9.894582e-09 0.0 0.0
Income_$75,000 or more -9.894582e-09 0.0 0.0
Sex_Female -7.071068e-01 0.0 0.0
Sex_Male 4.440892e-16 0.0 0.0
Age_18-29 -0.000000e+00 0.0 0.0
Age_30-49 7.071068e-01 0.0 0.0
Age_50-64 -0.000000e+00 0.0 1.0
Age_65+ -0.000000e+00 1.0 0.0
PC52 PC53 \
HighBP -0.0 0.000000e+00
HighChol -0.0 7.548172e-39
CholCheck -0.0 -1.017187e-37
Smoker -0.0 4.039658e-39
Stroke -0.0 -4.592554e-38
HeartDiseaseorAttack -0.0 -3.551597e-38
PhysActivity -0.0 -6.139399e-40
Fruits -0.0 3.934684e-38
Veggies -0.0 -2.169134e-38
HvyAlcoholConsump -0.0 5.306647e-38
AnyHealthcare -0.0 -4.329079e-38
NoDocbcCost -0.0 -9.887747e-39
DiffWalk -0.0 1.945236e-38
BMI_Underweight -0.0 -4.468103e-23
BMI_Healthy weight -0.0 -8.071494e-23
BMI_Overweight -0.0 1.849255e-23
BMI_Class 1 Obesity -0.0 -1.097949e-22
BMI_Class 2 Obesity -0.0 -8.706329e-23
BMI_Class 3 Obesity -0.0 -7.523266e-24
GenHlth_Excellent -0.0 -1.150569e-23
GenHlth_Very good -0.0 -1.150569e-23
GenHlth_Good -0.0 -1.150569e-23
GenHlth_Fair -0.0 -1.150569e-23
GenHlth_Poor -0.0 -1.150569e-23
MentHlth_0 -0.0 9.499599e-24
MentHlth_1-5 -0.0 9.499599e-24
MentHlth_6-10 -0.0 9.499599e-24
MentHlth_11-15 -0.0 9.499599e-24
MentHlth_16-20 -0.0 9.499599e-24
MentHlth_21-25 -0.0 9.499599e-24
MentHlth_26-30 -0.0 9.499599e-24
PhysHlth_0 -0.0 -3.768676e-23
PhysHlth_1-5 -0.0 -3.768676e-23
PhysHlth_6-10 -0.0 -3.768676e-23
PhysHlth_11-15 -0.0 -3.768676e-23
PhysHlth_16-20 -0.0 -3.768676e-23
PhysHlth_21-25 -0.0 -3.768676e-23
PhysHlth_26-30 -0.0 -3.768676e-23
Education_Never attended school or only kinderg... -0.0 2.509479e-23
Education_Elementary -0.0 2.509479e-23
Education_Some high school -0.0 2.509479e-23
Education_High school graduate -0.0 2.509479e-23
Education_Some college or technical school -0.0 2.509479e-23
Education_College graduate -0.0 2.509479e-23
Income_Less than $10,000 -0.0 2.765534e-23
Income_$10,000-$14,999 -0.0 2.765534e-23
Income_$15,000-$19,999 -0.0 2.765534e-23
Income_$20,000-$24,999 -0.0 2.765534e-23
Income_$25,000-$34,999 -0.0 2.765534e-23
Income_$35,000-$49,999 -0.0 2.765534e-23
Income_$50,000-$74,999 -0.0 2.765534e-23
Income_$75,000 or more -0.0 2.765534e-23
Sex_Female -0.0 1.570093e-16
Sex_Male -0.0 1.000000e+00
Age_18-29 1.0 0.000000e+00
Age_30-49 -0.0 -1.570092e-16
Age_50-64 -0.0 0.000000e+00
Age_65+ -0.0 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 3.182610e-17
CholCheck -6.858749e-16
Smoker -5.005405e-17
Stroke 6.241670e-16
HeartDiseaseorAttack -6.462072e-16
PhysActivity 3.218127e-17
Fruits 9.104295e-17
Veggies -2.588706e-17
HvyAlcoholConsump 8.471541e-16
AnyHealthcare 2.903067e-16
NoDocbcCost 7.279515e-17
DiffWalk 7.399238e-17
BMI_Underweight -2.797797e-02
BMI_Healthy weight 4.127951e-02
BMI_Overweight 1.285786e-01
BMI_Class 1 Obesity -1.548997e-01
BMI_Class 2 Obesity -6.152758e-03
BMI_Class 3 Obesity 3.381374e-01
GenHlth_Excellent -3.361074e-02
GenHlth_Very good -3.361074e-02
GenHlth_Good -3.361074e-02
GenHlth_Fair -3.361074e-02
GenHlth_Poor -3.361074e-02
MentHlth_0 1.791157e-01
MentHlth_1-5 1.791157e-01
MentHlth_6-10 1.791157e-01
MentHlth_11-15 1.791157e-01
MentHlth_16-20 1.791157e-01
MentHlth_21-25 1.791157e-01
MentHlth_26-30 1.791157e-01
PhysHlth_0 1.659356e-01
PhysHlth_1-5 1.659356e-01
PhysHlth_6-10 1.659356e-01
PhysHlth_11-15 1.659356e-01
PhysHlth_16-20 1.659356e-01
PhysHlth_21-25 1.659356e-01
PhysHlth_26-30 1.659356e-01
Education_Never attended school or only kinderg... -3.973891e-02
Education_Elementary -3.973891e-02
Education_Some high school -3.973891e-02
Education_High school graduate -3.973891e-02
Education_Some college or technical school -3.973891e-02
Education_College graduate -3.973891e-02
Income_Less than $10,000 -5.383193e-02
Income_$10,000-$14,999 -5.383193e-02
Income_$15,000-$19,999 -5.383193e-02
Income_$20,000-$24,999 -5.383193e-02
Income_$25,000-$34,999 -5.383193e-02
Income_$35,000-$49,999 -5.383193e-02
Income_$50,000-$74,999 -5.383193e-02
Income_$75,000 or more -5.383193e-02
Sex_Female 4.398784e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 4.398784e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol -7.956526e-18
CholCheck 1.978868e-16
Smoker -6.404733e-17
Stroke -5.333784e-16
HeartDiseaseorAttack 3.971168e-16
PhysActivity 6.392911e-17
Fruits 3.896125e-17
Veggies 1.547187e-16
HvyAlcoholConsump -1.626524e-16
AnyHealthcare -2.294758e-16
NoDocbcCost -1.312575e-16
DiffWalk 4.174526e-16
BMI_Underweight -2.894647e-01
BMI_Healthy weight -2.611019e-01
BMI_Overweight 3.616520e-02
BMI_Class 1 Obesity 2.936978e-01
BMI_Class 2 Obesity 5.528713e-01
BMI_Class 3 Obesity 5.159872e-01
GenHlth_Excellent 3.569800e-02
GenHlth_Very good 3.569800e-02
GenHlth_Good 3.569800e-02
GenHlth_Fair 3.569800e-02
GenHlth_Poor 3.569800e-02
MentHlth_0 1.666351e-03
MentHlth_1-5 1.666351e-03
MentHlth_6-10 1.666351e-03
MentHlth_11-15 1.666351e-03
MentHlth_16-20 1.666351e-03
MentHlth_21-25 1.666351e-03
MentHlth_26-30 1.666351e-03
PhysHlth_0 -9.441258e-02
PhysHlth_1-5 -9.441258e-02
PhysHlth_6-10 -9.441258e-02
PhysHlth_11-15 -9.441258e-02
PhysHlth_16-20 -9.441258e-02
PhysHlth_21-25 -9.441258e-02
PhysHlth_26-30 -9.441258e-02
Education_Never attended school or only kinderg... 1.398653e-01
Education_Elementary 1.398653e-01
Education_Some high school 1.398653e-01
Education_High school graduate 1.398653e-01
Education_Some college or technical school 1.398653e-01
Education_College graduate 1.398653e-01
Income_Less than $10,000 1.068669e-02
Income_$10,000-$14,999 1.068669e-02
Income_$15,000-$19,999 1.068669e-02
Income_$20,000-$24,999 1.068669e-02
Income_$25,000-$34,999 1.068669e-02
Income_$35,000-$49,999 1.068669e-02
Income_$50,000-$74,999 1.068669e-02
Income_$75,000 or more 1.068669e-02
Sex_Female 2.725289e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 2.725287e-02
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol -2.418784e-17
CholCheck -6.035371e-17
Smoker 6.664944e-17
Stroke -1.504624e-16
HeartDiseaseorAttack 5.850542e-16
PhysActivity -2.537391e-17
Fruits -6.406232e-17
Veggies 2.262456e-16
HvyAlcoholConsump -2.578209e-16
AnyHealthcare 1.192742e-16
NoDocbcCost -9.180975e-17
DiffWalk -5.059384e-18
BMI_Underweight -2.898661e-01
BMI_Healthy weight -2.170673e-01
BMI_Overweight 8.047808e-01
BMI_Class 1 Obesity 2.130458e-01
BMI_Class 2 Obesity -4.462211e-02
BMI_Class 3 Obesity -2.253768e-01
GenHlth_Excellent 7.929787e-02
GenHlth_Very good 7.929787e-02
GenHlth_Good 7.929787e-02
GenHlth_Fair 7.929787e-02
GenHlth_Poor 7.929787e-02
MentHlth_0 -1.425505e-02
MentHlth_1-5 -1.425505e-02
MentHlth_6-10 -1.425505e-02
MentHlth_11-15 -1.425505e-02
MentHlth_16-20 -1.425505e-02
MentHlth_21-25 -1.425505e-02
MentHlth_26-30 -1.425505e-02
PhysHlth_0 3.505252e-02
PhysHlth_1-5 3.505252e-02
PhysHlth_6-10 3.505252e-02
PhysHlth_11-15 3.505252e-02
PhysHlth_16-20 3.505252e-02
PhysHlth_21-25 3.505252e-02
PhysHlth_26-30 3.505252e-02
Education_Never attended school or only kinderg... -1.022747e-01
Education_Elementary -1.022747e-01
Education_Some high school -1.022747e-01
Education_High school graduate -1.022747e-01
Education_Some college or technical school -1.022747e-01
Education_College graduate -1.022747e-01
Income_Less than $10,000 4.830772e-02
Income_$10,000-$14,999 4.830772e-02
Income_$15,000-$19,999 4.830772e-02
Income_$20,000-$24,999 4.830772e-02
Income_$25,000-$34,999 4.830772e-02
Income_$35,000-$49,999 4.830772e-02
Income_$50,000-$74,999 4.830772e-02
Income_$75,000 or more 4.830772e-02
Sex_Female -7.718140e-03
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 -7.718092e-03
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol -2.546088e-18 5.092176e-17
CholCheck 2.544003e-16 4.985023e-17
Smoker -4.178988e-18 -1.403619e-16
Stroke 7.796300e-17 -2.770351e-16
HeartDiseaseorAttack 6.506861e-16 2.906330e-16
PhysActivity 1.583756e-16 -1.233983e-16
Fruits -7.570682e-17 3.229056e-17
Veggies 1.037996e-16 1.233288e-16
HvyAlcoholConsump -4.382545e-16 1.827268e-16
AnyHealthcare 6.571770e-17 4.816377e-16
NoDocbcCost 1.416986e-16 1.964274e-16
DiffWalk 1.719473e-16 1.583646e-16
BMI_Underweight -6.327029e-02 1.555622e-01
BMI_Healthy weight 1.030632e-01 -1.424928e-01
BMI_Overweight -1.492475e-01 -1.175033e-01
BMI_Class 1 Obesity 5.720252e-01 -2.166569e-01
BMI_Class 2 Obesity -4.257283e-01 5.238478e-01
BMI_Class 3 Obesity -1.451649e-01 -4.577655e-01
GenHlth_Excellent 9.533954e-02 8.793468e-02
GenHlth_Very good 9.533954e-02 8.793468e-02
GenHlth_Good 9.533954e-02 8.793468e-02
GenHlth_Fair 9.533954e-02 8.793468e-02
GenHlth_Poor 9.533954e-02 8.793468e-02
MentHlth_0 -5.013147e-02 -4.347589e-03
MentHlth_1-5 -5.013147e-02 -4.347589e-03
MentHlth_6-10 -5.013147e-02 -4.347589e-03
MentHlth_11-15 -5.013147e-02 -4.347589e-03
MentHlth_16-20 -5.013147e-02 -4.347589e-03
MentHlth_21-25 -5.013147e-02 -4.347589e-03
MentHlth_26-30 -5.013147e-02 -4.347589e-03
PhysHlth_0 5.107727e-02 1.215980e-01
PhysHlth_1-5 5.107727e-02 1.215980e-01
PhysHlth_6-10 5.107727e-02 1.215980e-01
PhysHlth_11-15 5.107727e-02 1.215980e-01
PhysHlth_16-20 5.107727e-02 1.215980e-01
PhysHlth_21-25 5.107727e-02 1.215980e-01
PhysHlth_26-30 5.107727e-02 1.215980e-01
Education_Never attended school or only kinderg... 1.864665e-01 7.920444e-02
Education_Elementary 1.864665e-01 7.920444e-02
Education_Some high school 1.864665e-01 7.920444e-02
Education_High school graduate 1.864665e-01 7.920444e-02
Education_Some college or technical school 1.864665e-01 7.920444e-02
Education_College graduate 1.864665e-01 7.920444e-02
Income_Less than $10,000 3.529831e-02 1.567520e-01
Income_$10,000-$14,999 3.529831e-02 1.567520e-01
Income_$15,000-$19,999 3.529831e-02 1.567520e-01
Income_$20,000-$24,999 3.529831e-02 1.567520e-01
Income_$25,000-$34,999 3.529831e-02 1.567520e-01
Income_$35,000-$49,999 3.529831e-02 1.567520e-01
Income_$50,000-$74,999 3.529831e-02 1.567520e-01
Income_$75,000 or more 3.529831e-02 1.567520e-01
Sex_Female 2.585354e-01 1.309126e-01
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 2.585354e-01 1.309126e-01
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_22:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.731682 0.332843 0.595465 -0.018324 -0.458816 0.686000 0.552240
1 -0.029245 0.551881 -0.917305 1.029956 -0.524251 0.404239 -0.927828
2 1.059641 0.450794 -0.379320 -0.540379 0.352353 -0.156835 -0.756559
3 1.175772 -0.489000 -0.387560 -0.228488 0.279361 0.654318 0.172882
4 -0.412316 -0.368255 -0.498529 0.575961 0.248696 -0.275997 0.778720
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.370844 0.437959 -0.632976 ... -3.753452e-17 0.0 0.0 0.0
1 -0.132475 0.333098 -0.144306 ... -3.753452e-17 0.0 0.0 0.0
2 -0.042967 -0.200246 -0.165472 ... -3.753452e-17 0.0 0.0 0.0
3 0.141698 0.126843 -0.885477 ... -3.753452e-17 0.0 0.0 0.0
4 -0.767345 0.351090 -0.145494 ... -3.753452e-17 0.0 0.0 0.0
PC53 PC54 PC55 PC56 PC57 \
0 1.251666e-34 2.220446e-16 -1.110223e-15 -1.387779e-16 -1.665335e-16
1 1.251666e-34 -2.220446e-16 -1.110223e-16 6.938894e-17 1.110223e-16
2 1.251666e-34 -2.220446e-16 -3.330669e-16 3.122502e-16 0.000000e+00
3 1.251666e-34 -2.220446e-16 -2.220446e-16 2.151057e-16 3.330669e-16
4 1.251666e-34 1.110223e-15 -2.220446e-16 -4.440892e-16 4.996004e-16
PC58
0 -1.554312e-15
1 0.000000e+00
2 0.000000e+00
3 4.440892e-16
4 4.440892e-16
[5 rows x 58 columns]
For Subset_22, retain 26 components to explain 90% of the variance.
Explained Variance for Subset_23:
[1.16632198e-01 6.98564661e-02 6.43416571e-02 6.05385228e-02
5.31882393e-02 5.21333217e-02 4.87758847e-02 4.46088765e-02
4.05663491e-02 3.76094673e-02 3.61631049e-02 3.40271867e-02
3.29079275e-02 3.00270693e-02 2.91001958e-02 2.37769557e-02
1.89794919e-02 1.75705367e-02 1.58240561e-02 1.51073278e-02
1.39394499e-02 1.34731835e-02 1.25171407e-02 1.23677561e-02
1.10817176e-02 1.02681840e-02 1.01182900e-02 9.71879454e-03
9.11151339e-03 8.83829524e-03 8.10939801e-03 8.07844239e-03
7.55624624e-03 6.95922320e-03 4.31837439e-03 3.06156475e-03
2.80275977e-03 2.42337704e-03 2.19803909e-03 1.32341533e-03
1.56700599e-17 1.19810397e-17 1.10382150e-17 6.23858595e-18
2.12767108e-18 3.75111919e-19 2.33312974e-28 2.23713219e-36
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_23:
[0.1166322 0.18648866 0.25083032 0.31136884 0.36455708 0.4166904
0.46546629 0.51007517 0.55064152 0.58825098 0.62441409 0.65844127
0.6913492 0.72137627 0.75047647 0.77425342 0.79323291 0.81080345
0.82662751 0.84173483 0.85567428 0.86914747 0.88166461 0.89403237
0.90511408 0.91538227 0.92550056 0.93521935 0.94433086 0.95316916
0.96127856 0.969357 0.97691325 0.98387247 0.98819084 0.99125241
0.99405517 0.99647855 0.99867658 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_23:
PC1 \
HighBP -2.802974e-01
HighChol -2.472453e-01
CholCheck -1.298908e-02
Smoker -1.738964e-01
Stroke -1.295068e-02
HeartDiseaseorAttack -8.971166e-02
PhysActivity 1.841706e-01
Fruits 1.097057e-01
Veggies 9.472655e-02
HvyAlcoholConsump -1.822945e-02
AnyHealthcare 3.377044e-02
NoDocbcCost -1.318861e-01
DiffWalk -2.632297e-01
BMI_Underweight -8.271806e-25
BMI_Healthy weight 1.033976e-25
BMI_Overweight -1.292470e-26
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 4.038968e-28
BMI_Class 3 Obesity 2.819016e-18
GenHlth_Excellent 2.925791e-02
GenHlth_Very good 1.853109e-01
GenHlth_Good 1.279623e-01
GenHlth_Fair -2.229661e-01
GenHlth_Poor -1.195651e-01
MentHlth_0 3.170366e-01
MentHlth_1-5 -6.543440e-02
MentHlth_6-10 -5.095667e-02
MentHlth_11-15 -2.819342e-02
MentHlth_16-20 -2.335408e-02
MentHlth_21-25 -2.094075e-02
MentHlth_26-30 -1.281573e-01
PhysHlth_0 4.034075e-01
PhysHlth_1-5 -1.104927e-01
PhysHlth_6-10 -5.411468e-02
PhysHlth_11-15 -3.612410e-02
PhysHlth_16-20 -2.181631e-02
PhysHlth_21-25 -7.425557e-03
PhysHlth_26-30 -1.734341e-01
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -1.281187e-02
Education_Some high school -4.260698e-02
Education_High school graduate -1.833019e-01
Education_Some college or technical school -2.099330e-02
Education_College graduate 2.597141e-01
Income_Less than $10,000 -8.466849e-02
Income_$10,000-$14,999 -7.421924e-02
Income_$15,000-$19,999 -4.393763e-02
Income_$20,000-$24,999 -5.342718e-02
Income_$25,000-$34,999 -2.812800e-02
Income_$35,000-$49,999 -3.724181e-02
Income_$50,000-$74,999 -1.667839e-03
Income_$75,000 or more 3.232902e-01
Sex_Female 0.000000e+00
Sex_Male 2.819016e-18
Age_18-29 0.000000e+00
Age_30-49 2.819016e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP 5.921569e-02
HighChol 1.085112e-01
CholCheck 2.443808e-02
Smoker -2.487123e-01
Stroke 2.495424e-03
HeartDiseaseorAttack -3.420995e-03
PhysActivity 3.898743e-02
Fruits 1.001729e-01
Veggies 9.150500e-02
HvyAlcoholConsump -7.298293e-03
AnyHealthcare 8.756120e-02
NoDocbcCost -2.335462e-02
DiffWalk 1.111213e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -2.710505e-20
BMI_Class 1 Obesity 1.355253e-20
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 2.336946e-17
GenHlth_Excellent -3.461700e-02
GenHlth_Very good -5.171766e-02
GenHlth_Good 8.286912e-02
GenHlth_Fair -5.975327e-03
GenHlth_Poor 9.440867e-03
MentHlth_0 -2.571032e-01
MentHlth_1-5 2.186974e-01
MentHlth_6-10 1.098079e-02
MentHlth_11-15 1.840203e-03
MentHlth_16-20 1.469256e-02
MentHlth_21-25 2.475842e-03
MentHlth_26-30 8.416404e-03
PhysHlth_0 -4.170734e-01
PhysHlth_1-5 3.587503e-01
PhysHlth_6-10 2.504534e-02
PhysHlth_11-15 1.296595e-02
PhysHlth_16-20 4.416947e-03
PhysHlth_21-25 -2.211171e-03
PhysHlth_26-30 1.810604e-02
Education_Never attended school or only kinderg... 8.968310e-44
Education_Elementary -2.262466e-03
Education_Some high school -2.144799e-02
Education_High school graduate -2.324374e-01
Education_Some college or technical school -2.345979e-01
Education_College graduate 4.907457e-01
Income_Less than $10,000 -1.281799e-02
Income_$10,000-$14,999 -1.012325e-02
Income_$15,000-$19,999 -1.408005e-02
Income_$20,000-$24,999 -7.667502e-03
Income_$25,000-$34,999 -3.779212e-02
Income_$35,000-$49,999 -1.122609e-01
Income_$50,000-$74,999 -1.039252e-01
Income_$75,000 or more 2.986670e-01
Sex_Female -0.000000e+00
Sex_Male 2.336552e-17
Age_18-29 -0.000000e+00
Age_30-49 2.336552e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC3 \
HighBP 1.506254e-01
HighChol 1.030263e-01
CholCheck 1.530713e-02
Smoker 4.170885e-02
Stroke -1.382376e-03
HeartDiseaseorAttack -1.035419e-02
PhysActivity -6.268215e-02
Fruits -1.893740e-01
Veggies -1.275751e-01
HvyAlcoholConsump 1.893452e-02
AnyHealthcare 3.355402e-02
NoDocbcCost -5.059594e-02
DiffWalk -8.870949e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 8.673617e-19
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.084202e-19
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -1.600957e-17
GenHlth_Excellent -4.504882e-02
GenHlth_Very good -4.009651e-01
GenHlth_Good 7.643796e-01
GenHlth_Fair -2.662382e-01
GenHlth_Poor -5.212753e-02
MentHlth_0 8.413473e-02
MentHlth_1-5 -9.897437e-03
MentHlth_6-10 8.237605e-03
MentHlth_11-15 -1.168535e-02
MentHlth_16-20 -6.807396e-03
MentHlth_21-25 -1.302587e-02
MentHlth_26-30 -5.095629e-02
PhysHlth_0 -1.519808e-02
PhysHlth_1-5 1.217310e-01
PhysHlth_6-10 -1.143608e-03
PhysHlth_11-15 -1.279318e-02
PhysHlth_16-20 -5.102419e-03
PhysHlth_21-25 -2.421054e-03
PhysHlth_26-30 -8.507265e-02
Education_Never attended school or only kinderg... -1.147944e-41
Education_Elementary -3.481433e-03
Education_Some high school 8.330333e-04
Education_High school graduate -5.765553e-02
Education_Some college or technical school 1.485307e-01
Education_College graduate -8.822678e-02
Income_Less than $10,000 -3.149700e-02
Income_$10,000-$14,999 -2.131218e-02
Income_$15,000-$19,999 -7.486132e-03
Income_$20,000-$24,999 -1.209043e-02
Income_$25,000-$34,999 2.848535e-02
Income_$35,000-$49,999 6.298640e-02
Income_$50,000-$74,999 3.220872e-02
Income_$75,000 or more -5.129472e-02
Sex_Female 0.000000e+00
Sex_Male -1.601374e-17
Age_18-29 0.000000e+00
Age_30-49 -1.601374e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP -1.175470e-01
HighChol -2.205096e-01
CholCheck -1.025625e-02
Smoker 8.121508e-02
Stroke -2.786598e-04
HeartDiseaseorAttack -1.883699e-02
PhysActivity 1.490785e-01
Fruits 1.035259e-02
Veggies 9.214464e-02
HvyAlcoholConsump 5.350427e-03
AnyHealthcare 1.404359e-02
NoDocbcCost -1.435054e-02
DiffWalk -7.241178e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 1.734723e-18
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity 8.673617e-19
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -7.792049e-17
GenHlth_Excellent -3.586094e-02
GenHlth_Very good 1.685354e-01
GenHlth_Good -6.800726e-02
GenHlth_Fair -5.096390e-02
GenHlth_Poor -1.370331e-02
MentHlth_0 -2.738952e-01
MentHlth_1-5 2.066062e-01
MentHlth_6-10 5.474716e-02
MentHlth_11-15 1.692704e-02
MentHlth_16-20 3.550387e-03
MentHlth_21-25 2.636354e-03
MentHlth_26-30 -1.057190e-02
PhysHlth_0 -1.261601e-01
PhysHlth_1-5 2.063645e-01
PhysHlth_6-10 -2.100896e-02
PhysHlth_11-15 -1.649693e-02
PhysHlth_16-20 -2.052596e-03
PhysHlth_21-25 4.526629e-03
PhysHlth_26-30 -4.517253e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary -4.856864e-03
Education_Some high school -2.340884e-02
Education_High school graduate -4.018375e-01
Education_Some college or technical school 6.673530e-01
Education_College graduate -2.372497e-01
Income_Less than $10,000 -4.992344e-02
Income_$10,000-$14,999 -1.161544e-02
Income_$15,000-$19,999 -4.020790e-03
Income_$20,000-$24,999 -1.397299e-02
Income_$25,000-$34,999 1.894203e-02
Income_$35,000-$49,999 -4.547720e-03
Income_$50,000-$74,999 8.487220e-02
Income_$75,000 or more -1.973385e-02
Sex_Female 0.000000e+00
Sex_Male -7.814505e-17
Age_18-29 0.000000e+00
Age_30-49 -7.814505e-17
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -8.175663e-03
HighChol -1.675712e-01
CholCheck 1.956383e-02
Smoker 1.348101e-01
Stroke -8.290247e-03
HeartDiseaseorAttack -3.733672e-02
PhysActivity 2.172901e-01
Fruits 4.411738e-01
Veggies 2.884314e-01
HvyAlcoholConsump 8.287160e-03
AnyHealthcare -1.917612e-02
NoDocbcCost -4.086378e-02
DiffWalk -1.163211e-01
BMI_Underweight -5.551115e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight -1.110223e-16
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity 1.110223e-16
BMI_Class 3 Obesity -4.460743e-17
GenHlth_Excellent -1.616409e-03
GenHlth_Very good 8.402105e-02
GenHlth_Good 8.169536e-02
GenHlth_Fair -8.060067e-02
GenHlth_Poor -8.349933e-02
MentHlth_0 2.141354e-01
MentHlth_1-5 -6.412251e-02
MentHlth_6-10 -2.787248e-02
MentHlth_11-15 -1.347540e-02
MentHlth_16-20 -9.539440e-03
MentHlth_21-25 -9.927367e-03
MentHlth_26-30 -8.919818e-02
PhysHlth_0 -2.743192e-01
PhysHlth_1-5 4.256296e-01
PhysHlth_6-10 -3.373561e-02
PhysHlth_11-15 -5.346361e-03
PhysHlth_16-20 -1.156058e-02
PhysHlth_21-25 2.109170e-03
PhysHlth_26-30 -1.027770e-01
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary -3.108609e-03
Education_Some high school -2.835380e-02
Education_High school graduate 3.771026e-01
Education_Some college or technical school -1.497669e-01
Education_College graduate -1.958733e-01
Income_Less than $10,000 -3.154658e-02
Income_$10,000-$14,999 -2.757786e-02
Income_$15,000-$19,999 3.481349e-02
Income_$20,000-$24,999 3.048893e-02
Income_$25,000-$34,999 9.986192e-03
Income_$35,000-$49,999 6.529995e-02
Income_$50,000-$74,999 1.028035e-01
Income_$75,000 or more -1.842676e-01
Sex_Female -0.000000e+00
Sex_Male 1.957462e-17
Age_18-29 -0.000000e+00
Age_30-49 1.957462e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 4.761726e-01
HighChol 3.068737e-01
CholCheck 5.312149e-02
Smoker -6.367102e-02
Stroke -2.427385e-03
HeartDiseaseorAttack 5.731682e-02
PhysActivity 3.243487e-02
Fruits 3.968116e-01
Veggies 2.564690e-01
HvyAlcoholConsump -6.043906e-03
AnyHealthcare 4.802327e-02
NoDocbcCost -3.049295e-02
DiffWalk 8.159304e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight 1.734723e-18
BMI_Overweight -8.673617e-19
BMI_Class 1 Obesity -1.734723e-18
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -4.136651e-17
GenHlth_Excellent -8.071852e-03
GenHlth_Very good -8.555828e-02
GenHlth_Good -6.465924e-02
GenHlth_Fair 9.872678e-02
GenHlth_Poor 5.956259e-02
MentHlth_0 3.221408e-01
MentHlth_1-5 -3.003154e-01
MentHlth_6-10 -3.068360e-02
MentHlth_11-15 -1.260493e-02
MentHlth_16-20 3.525858e-03
MentHlth_21-25 1.115609e-03
MentHlth_26-30 1.682162e-02
PhysHlth_0 -1.740241e-03
PhysHlth_1-5 -1.201204e-01
PhysHlth_6-10 5.990341e-03
PhysHlth_11-15 7.111637e-03
PhysHlth_16-20 7.709819e-03
PhysHlth_21-25 6.966185e-03
PhysHlth_26-30 9.408268e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary 8.154300e-03
Education_Some high school 2.677393e-03
Education_High school graduate -2.904010e-01
Education_Some college or technical school 2.877321e-01
Education_College graduate -8.162727e-03
Income_Less than $10,000 6.707415e-03
Income_$10,000-$14,999 -1.993707e-03
Income_$15,000-$19,999 -6.893688e-03
Income_$20,000-$24,999 -1.257295e-02
Income_$25,000-$34,999 4.498723e-03
Income_$35,000-$49,999 -2.747761e-03
Income_$50,000-$74,999 -1.016052e-01
Income_$75,000 or more 1.146072e-01
Sex_Female -0.000000e+00
Sex_Male -3.708770e-17
Age_18-29 -0.000000e+00
Age_30-49 -3.708770e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP -1.335155e-02
HighChol 2.558865e-02
CholCheck 6.447091e-03
Smoker -3.051990e-01
Stroke -1.062374e-02
HeartDiseaseorAttack -2.950207e-02
PhysActivity -1.536046e-01
Fruits -4.600534e-01
Veggies -2.311628e-01
HvyAlcoholConsump -2.664061e-02
AnyHealthcare 1.848849e-02
NoDocbcCost -6.820652e-02
DiffWalk -3.596185e-02
BMI_Underweight 6.938894e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity -1.024421e-16
GenHlth_Excellent -1.054839e-02
GenHlth_Very good 2.028156e-01
GenHlth_Good -2.000767e-01
GenHlth_Fair 3.675074e-02
GenHlth_Poor -2.894130e-02
MentHlth_0 4.637692e-01
MentHlth_1-5 -2.735781e-01
MentHlth_6-10 -4.675395e-02
MentHlth_11-15 -4.160986e-02
MentHlth_16-20 -1.310005e-02
MentHlth_21-25 -5.976846e-03
MentHlth_26-30 -8.275035e-02
PhysHlth_0 -3.009052e-01
PhysHlth_1-5 3.386277e-01
PhysHlth_6-10 -3.366258e-03
PhysHlth_11-15 6.724769e-03
PhysHlth_16-20 -6.645076e-03
PhysHlth_21-25 -2.559952e-03
PhysHlth_26-30 -3.187606e-02
Education_Never attended school or only kinderg... -0.000000e+00
Education_Elementary -1.051377e-02
Education_Some high school -1.659030e-02
Education_High school graduate -3.234992e-02
Education_Some college or technical school 1.116944e-01
Education_College graduate -5.224043e-02
Income_Less than $10,000 -2.149963e-02
Income_$10,000-$14,999 -5.657385e-03
Income_$15,000-$19,999 -8.570714e-03
Income_$20,000-$24,999 -2.085496e-02
Income_$25,000-$34,999 2.082961e-02
Income_$35,000-$49,999 1.349202e-02
Income_$50,000-$74,999 1.875547e-02
Income_$75,000 or more 3.505594e-03
Sex_Female -0.000000e+00
Sex_Male -1.356943e-17
Age_18-29 -0.000000e+00
Age_30-49 -1.356943e-17
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -1.747758e-01
HighChol -1.638912e-01
CholCheck -3.036926e-02
Smoker 6.784976e-01
Stroke 9.636204e-03
HeartDiseaseorAttack 2.807523e-02
PhysActivity -1.842727e-01
Fruits -1.321425e-01
Veggies 1.156549e-01
HvyAlcoholConsump 5.357452e-02
AnyHealthcare 6.801766e-02
NoDocbcCost -9.774410e-02
DiffWalk 6.207482e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 1.907818e-17
GenHlth_Excellent 1.020494e-02
GenHlth_Very good -1.381589e-01
GenHlth_Good -2.569343e-03
GenHlth_Fair 1.474459e-01
GenHlth_Poor -1.692262e-02
MentHlth_0 1.371840e-01
MentHlth_1-5 -1.624813e-01
MentHlth_6-10 -1.350178e-02
MentHlth_11-15 -4.572641e-03
MentHlth_16-20 6.744110e-03
MentHlth_21-25 1.058553e-02
MentHlth_26-30 2.604204e-02
PhysHlth_0 -1.524369e-01
PhysHlth_1-5 5.662009e-02
PhysHlth_6-10 2.592059e-02
PhysHlth_11-15 2.626823e-02
PhysHlth_16-20 3.156221e-03
PhysHlth_21-25 8.200780e-03
PhysHlth_26-30 3.227098e-02
Education_Never attended school or only kinderg... 0.000000e+00
Education_Elementary 4.004938e-03
Education_Some high school 5.022832e-02
Education_High school graduate -3.301220e-02
Education_Some college or technical school -9.905865e-03
Education_College graduate -1.131519e-02
Income_Less than $10,000 -1.030785e-02
Income_$10,000-$14,999 4.299078e-02
Income_$15,000-$19,999 -7.583324e-03
Income_$20,000-$24,999 -2.626222e-02
Income_$25,000-$34,999 -4.777655e-02
Income_$35,000-$49,999 -1.908544e-01
Income_$50,000-$74,999 -1.997206e-01
Income_$75,000 or more 4.395141e-01
Sex_Female 0.000000e+00
Sex_Male 3.106453e-18
Age_18-29 0.000000e+00
Age_30-49 3.106453e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP 4.012938e-01
HighChol 3.050307e-01
CholCheck 1.418382e-02
Smoker 1.420144e-01
Stroke -2.785668e-03
HeartDiseaseorAttack 1.458346e-02
PhysActivity 4.304262e-01
Fruits -2.765593e-01
Veggies -5.626087e-02
HvyAlcoholConsump 2.641238e-02
AnyHealthcare 2.376457e-02
NoDocbcCost -1.461166e-01
DiffWalk -1.914693e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity -9.540979e-18
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 3.632225e-17
GenHlth_Excellent 4.352742e-03
GenHlth_Very good 2.243726e-01
GenHlth_Good -8.698696e-02
GenHlth_Fair -3.429508e-02
GenHlth_Poor -1.074433e-01
MentHlth_0 -1.211659e-01
MentHlth_1-5 1.668786e-01
MentHlth_6-10 2.526556e-02
MentHlth_11-15 1.263964e-02
MentHlth_16-20 -3.238269e-03
MentHlth_21-25 -1.273524e-02
MentHlth_26-30 -6.764441e-02
PhysHlth_0 1.420252e-01
PhysHlth_1-5 7.273575e-02
PhysHlth_6-10 -4.117080e-02
PhysHlth_11-15 -1.944717e-02
PhysHlth_16-20 -3.250525e-03
PhysHlth_21-25 2.904904e-03
PhysHlth_26-30 -1.537974e-01
Education_Never attended school or only kinderg... -3.081488e-33
Education_Elementary -1.002364e-02
Education_Some high school -5.658916e-02
Education_High school graduate 2.474051e-01
Education_Some college or technical school -1.348542e-02
Education_College graduate -1.673068e-01
Income_Less than $10,000 5.314617e-03
Income_$10,000-$14,999 -3.513254e-02
Income_$15,000-$19,999 9.632112e-03
Income_$20,000-$24,999 -7.003841e-03
Income_$25,000-$34,999 1.194237e-02
Income_$35,000-$49,999 -5.490198e-02
Income_$50,000-$74,999 -2.213430e-01
Income_$75,000 or more 2.914923e-01
Sex_Female 0.000000e+00
Sex_Male 1.535299e-18
Age_18-29 0.000000e+00
Age_30-49 1.535299e-18
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 9.401078e-02 ... 0.0
HighChol 2.201184e-01 ... 0.0
CholCheck -1.138911e-02 ... 0.0
Smoker 4.231788e-01 ... 0.0
Stroke 7.110200e-04 ... 0.0
HeartDiseaseorAttack -1.688096e-02 ... 0.0
PhysActivity 1.625413e-01 ... 0.0
Fruits -2.100508e-01 ... 0.0
Veggies 1.143431e-01 ... 0.0
HvyAlcoholConsump 3.971315e-02 ... 0.0
AnyHealthcare 2.028812e-02 ... 0.0
NoDocbcCost -4.101390e-02 ... 0.0
DiffWalk -8.734103e-02 ... 0.0
BMI_Underweight -2.081668e-17 ... 0.0
BMI_Healthy weight -0.000000e+00 ... 0.0
BMI_Overweight 5.551115e-17 ... 0.0
BMI_Class 1 Obesity 2.775558e-17 ... 0.0
BMI_Class 2 Obesity -0.000000e+00 ... 0.0
BMI_Class 3 Obesity -3.489338e-17 ... 0.0
GenHlth_Excellent -4.660300e-02 ... 0.0
GenHlth_Very good 1.326024e-01 ... 0.0
GenHlth_Good -5.426236e-02 ... 0.0
GenHlth_Fair 9.273553e-03 ... 0.0
GenHlth_Poor -4.101057e-02 ... 0.0
MentHlth_0 8.610335e-02 ... 0.0
MentHlth_1-5 -3.615597e-02 ... 0.0
MentHlth_6-10 -8.075950e-03 ... 0.0
MentHlth_11-15 2.391922e-02 ... 0.0
MentHlth_16-20 -1.373932e-02 ... 0.0
MentHlth_21-25 -9.920086e-03 ... 0.0
MentHlth_26-30 -4.213125e-02 ... 0.0
PhysHlth_0 2.261085e-02 ... 0.0
PhysHlth_1-5 1.128923e-02 ... 0.0
PhysHlth_6-10 1.751209e-02 ... 0.0
PhysHlth_11-15 2.164522e-02 ... 0.0
PhysHlth_16-20 -5.854500e-04 ... 0.0
PhysHlth_21-25 -3.779138e-03 ... 0.0
PhysHlth_26-30 -6.869279e-02 ... 0.0
Education_Never attended school or only kinderg... 7.888609e-31 ... 0.0
Education_Elementary 7.838263e-03 ... 0.0
Education_Some high school 3.504672e-02 ... 0.0
Education_High school graduate -2.857039e-01 ... 0.0
Education_Some college or technical school -1.338651e-01 ... 0.0
Education_College graduate 3.766840e-01 ... 0.0
Income_Less than $10,000 -3.048636e-02 ... 0.0
Income_$10,000-$14,999 2.939867e-04 ... 0.0
Income_$15,000-$19,999 -1.057379e-02 ... 0.0
Income_$20,000-$24,999 -8.719322e-03 ... 0.0
Income_$25,000-$34,999 -2.379204e-03 ... 0.0
Income_$35,000-$49,999 -5.647586e-02 ... 0.0
Income_$50,000-$74,999 4.862327e-01 ... 0.0
Income_$75,000 or more -3.778922e-01 ... 0.0
Sex_Female -0.000000e+00 ... 0.0
Sex_Male 2.563167e-17 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 2.563167e-17 ... 0.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -0.000000e+00 ... 1.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.000000e+00
HighChol 0.0 0.0 -6.178259e-18
CholCheck 0.0 0.0 -2.243605e-17
Smoker 0.0 0.0 1.234699e-17
Stroke 0.0 0.0 -6.388815e-16
HeartDiseaseorAttack 0.0 0.0 -8.292695e-17
PhysActivity 0.0 0.0 2.992979e-17
Fruits 0.0 0.0 2.557489e-17
Veggies 0.0 0.0 -5.185407e-18
HvyAlcoholConsump 0.0 0.0 8.731842e-17
AnyHealthcare 0.0 0.0 1.564643e-16
NoDocbcCost 0.0 0.0 7.601845e-17
DiffWalk 0.0 0.0 7.418296e-17
BMI_Underweight 0.0 0.0 2.582531e-01
BMI_Healthy weight 0.0 0.0 2.223324e-01
BMI_Overweight 0.0 0.0 1.559829e-01
BMI_Class 1 Obesity 0.0 0.0 1.933103e-01
BMI_Class 2 Obesity 0.0 0.0 -7.997390e-02
BMI_Class 3 Obesity 0.0 0.0 -1.009528e-01
GenHlth_Excellent 0.0 0.0 2.530466e-02
GenHlth_Very good 0.0 0.0 2.530466e-02
GenHlth_Good 0.0 0.0 2.530466e-02
GenHlth_Fair 0.0 0.0 2.530466e-02
GenHlth_Poor 0.0 0.0 2.530466e-02
MentHlth_0 0.0 0.0 6.127099e-03
MentHlth_1-5 0.0 0.0 6.127099e-03
MentHlth_6-10 0.0 0.0 6.127099e-03
MentHlth_11-15 0.0 0.0 6.127099e-03
MentHlth_16-20 0.0 0.0 6.127099e-03
MentHlth_21-25 0.0 0.0 6.127099e-03
MentHlth_26-30 0.0 0.0 6.127099e-03
PhysHlth_0 0.0 0.0 -3.233958e-03
PhysHlth_1-5 0.0 0.0 -3.233958e-03
PhysHlth_6-10 0.0 0.0 -3.233958e-03
PhysHlth_11-15 0.0 0.0 -3.233958e-03
PhysHlth_16-20 0.0 0.0 -3.233958e-03
PhysHlth_21-25 0.0 0.0 -3.233958e-03
PhysHlth_26-30 0.0 0.0 -3.233958e-03
Education_Never attended school or only kinderg... 0.0 0.0 8.417687e-01
Education_Elementary 0.0 0.0 7.839398e-03
Education_Some high school 0.0 0.0 7.839398e-03
Education_High school graduate 0.0 0.0 7.839398e-03
Education_Some college or technical school 0.0 0.0 7.839398e-03
Education_College graduate 0.0 0.0 7.839398e-03
Income_Less than $10,000 0.0 0.0 4.873223e-03
Income_$10,000-$14,999 0.0 0.0 4.873223e-03
Income_$15,000-$19,999 0.0 0.0 4.873223e-03
Income_$20,000-$24,999 0.0 0.0 4.873223e-03
Income_$25,000-$34,999 0.0 0.0 4.873223e-03
Income_$35,000-$49,999 0.0 0.0 4.873223e-03
Income_$50,000-$74,999 0.0 0.0 4.873223e-03
Income_$75,000 or more 0.0 0.0 4.873223e-03
Sex_Female 0.0 0.0 0.000000e+00
Sex_Male 0.0 0.0 2.156431e-01
Age_18-29 0.0 1.0 0.000000e+00
Age_30-49 0.0 0.0 2.155817e-01
Age_50-64 1.0 0.0 0.000000e+00
Age_65+ 0.0 0.0 0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol 5.072675e-17
CholCheck 1.099130e-16
Smoker 6.532824e-17
Stroke -8.490050e-16
HeartDiseaseorAttack 8.326000e-17
PhysActivity -2.462548e-17
Fruits 8.348996e-17
Veggies -9.630625e-17
HvyAlcoholConsump 1.053102e-16
AnyHealthcare -6.160579e-17
NoDocbcCost -6.892372e-17
DiffWalk 1.012400e-17
BMI_Underweight 1.100002e-01
BMI_Healthy weight 2.958368e-01
BMI_Overweight -1.980307e-01
BMI_Class 1 Obesity -1.543691e-01
BMI_Class 2 Obesity -1.496186e-01
BMI_Class 3 Obesity -1.985415e-01
GenHlth_Excellent 1.924662e-02
GenHlth_Very good 1.924662e-02
GenHlth_Good 1.924662e-02
GenHlth_Fair 1.924662e-02
GenHlth_Poor 1.924662e-02
MentHlth_0 1.342725e-01
MentHlth_1-5 1.342725e-01
MentHlth_6-10 1.342725e-01
MentHlth_11-15 1.342725e-01
MentHlth_16-20 1.342725e-01
MentHlth_21-25 1.342725e-01
MentHlth_26-30 1.342725e-01
PhysHlth_0 -1.577229e-01
PhysHlth_1-5 -1.577229e-01
PhysHlth_6-10 -1.577229e-01
PhysHlth_11-15 -1.577229e-01
PhysHlth_16-20 -1.577229e-01
PhysHlth_21-25 -1.577229e-01
PhysHlth_26-30 -1.577229e-01
Education_Never attended school or only kinderg... -3.115355e-01
Education_Elementary 3.318628e-02
Education_Some high school 3.318628e-02
Education_High school graduate 3.318628e-02
Education_Some college or technical school 3.318628e-02
Education_College graduate 3.318628e-02
Income_Less than $10,000 -2.297830e-02
Income_$10,000-$14,999 -2.297830e-02
Income_$15,000-$19,999 -2.297830e-02
Income_$20,000-$24,999 -2.297830e-02
Income_$25,000-$34,999 -2.297830e-02
Income_$35,000-$49,999 -2.297830e-02
Income_$50,000-$74,999 -2.297830e-02
Income_$75,000 or more -2.297830e-02
Sex_Female -0.000000e+00
Sex_Male 4.281171e-01
Age_18-29 -0.000000e+00
Age_30-49 4.280998e-01
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol -2.081098e-17
CholCheck -5.070674e-17
Smoker 1.919423e-17
Stroke -2.798842e-16
HeartDiseaseorAttack -2.351064e-16
PhysActivity -7.081021e-17
Fruits 1.867918e-17
Veggies 7.314142e-17
HvyAlcoholConsump 4.638706e-17
AnyHealthcare 1.057932e-16
NoDocbcCost 9.748778e-17
DiffWalk 7.343337e-17
BMI_Underweight -4.316254e-01
BMI_Healthy weight 4.498561e-01
BMI_Overweight 2.336891e-01
BMI_Class 1 Obesity 2.665009e-01
BMI_Class 2 Obesity 4.081467e-02
BMI_Class 3 Obesity -2.291487e-01
GenHlth_Excellent 1.970768e-01
GenHlth_Very good 1.970768e-01
GenHlth_Good 1.970768e-01
GenHlth_Fair 1.970768e-01
GenHlth_Poor 1.970768e-01
MentHlth_0 2.376370e-02
MentHlth_1-5 2.376370e-02
MentHlth_6-10 2.376370e-02
MentHlth_11-15 2.376370e-02
MentHlth_16-20 2.376370e-02
MentHlth_21-25 2.376370e-02
MentHlth_26-30 2.376370e-02
PhysHlth_0 -8.848837e-02
PhysHlth_1-5 -8.848837e-02
PhysHlth_6-10 -8.848837e-02
PhysHlth_11-15 -8.848837e-02
PhysHlth_16-20 -8.848837e-02
PhysHlth_21-25 -8.848837e-02
PhysHlth_26-30 -8.848837e-02
Education_Never attended school or only kinderg... -4.837513e-02
Education_Elementary -1.281215e-01
Education_Some high school -1.281215e-01
Education_High school graduate -1.281215e-01
Education_Some college or technical school -1.281215e-01
Education_College graduate -1.281215e-01
Income_Less than $10,000 5.481084e-02
Income_$10,000-$14,999 5.481084e-02
Income_$15,000-$19,999 5.481084e-02
Income_$20,000-$24,999 5.481084e-02
Income_$25,000-$34,999 5.481084e-02
Income_$35,000-$49,999 5.481084e-02
Income_$50,000-$74,999 5.481084e-02
Income_$75,000 or more 5.481084e-02
Sex_Female 0.000000e+00
Sex_Male -1.872304e-01
Age_18-29 0.000000e+00
Age_30-49 -1.872305e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 4.162195e-17
CholCheck 5.466222e-16
Smoker 2.180067e-16
Stroke -7.025533e-16
HeartDiseaseorAttack 2.860931e-16
PhysActivity -4.351118e-17
Fruits -2.478936e-17
Veggies -4.228602e-17
HvyAlcoholConsump -5.926578e-16
AnyHealthcare -1.154537e-17
NoDocbcCost 8.623247e-17
DiffWalk 6.025277e-17
BMI_Underweight -1.738680e-01
BMI_Healthy weight -1.194738e-01
BMI_Overweight -1.120980e-01
BMI_Class 1 Obesity 3.824000e-01
BMI_Class 2 Obesity 1.146496e-01
BMI_Class 3 Obesity 1.756972e-01
GenHlth_Excellent -5.217861e-02
GenHlth_Very good -5.217861e-02
GenHlth_Good -5.217861e-02
GenHlth_Fair -5.217861e-02
GenHlth_Poor -5.217861e-02
MentHlth_0 -1.650896e-01
MentHlth_1-5 -1.650896e-01
MentHlth_6-10 -1.650896e-01
MentHlth_11-15 -1.650896e-01
MentHlth_16-20 -1.650896e-01
MentHlth_21-25 -1.650896e-01
MentHlth_26-30 -1.650896e-01
PhysHlth_0 -1.506284e-01
PhysHlth_1-5 -1.506284e-01
PhysHlth_6-10 -1.506284e-01
PhysHlth_11-15 -1.506284e-01
PhysHlth_16-20 -1.506284e-01
PhysHlth_21-25 -1.506284e-01
PhysHlth_26-30 -1.506284e-01
Education_Never attended school or only kinderg... -3.290341e-02
Education_Elementary 1.460826e-01
Education_Some high school 1.460826e-01
Education_High school graduate 1.460826e-01
Education_Some college or technical school 1.460826e-01
Education_College graduate 1.460826e-01
Income_Less than $10,000 1.705278e-01
Income_$10,000-$14,999 1.705278e-01
Income_$15,000-$19,999 1.705278e-01
Income_$20,000-$24,999 1.705278e-01
Income_$25,000-$34,999 1.705278e-01
Income_$35,000-$49,999 1.705278e-01
Income_$50,000-$74,999 1.705278e-01
Income_$75,000 or more 1.705278e-01
Sex_Female 0.000000e+00
Sex_Male 1.565994e-01
Age_18-29 0.000000e+00
Age_30-49 1.566011e-01
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 1.006864e-16
HighChol -1.071511e-16
CholCheck -6.126952e-16
Smoker 4.823355e-17
Stroke 2.036357e-16
HeartDiseaseorAttack -3.902737e-16
PhysActivity 1.317764e-16
Fruits -1.337553e-16
Veggies 9.491756e-17
HvyAlcoholConsump -3.193093e-16
AnyHealthcare 4.853239e-16
NoDocbcCost 1.292629e-16
DiffWalk 1.793096e-16
BMI_Underweight 1.954977e-03
BMI_Healthy weight -2.908856e-03
BMI_Overweight -4.525443e-03
BMI_Class 1 Obesity -3.223608e-03
BMI_Class 2 Obesity -4.833136e-03
BMI_Class 3 Obesity -9.318463e-03
GenHlth_Excellent -9.561686e-02
GenHlth_Very good -9.561686e-02
GenHlth_Good -9.561686e-02
GenHlth_Fair -9.561686e-02
GenHlth_Poor -9.561686e-02
MentHlth_0 2.063972e-01
MentHlth_1-5 2.063972e-01
MentHlth_6-10 2.063972e-01
MentHlth_11-15 2.063972e-01
MentHlth_16-20 2.063972e-01
MentHlth_21-25 2.063972e-01
MentHlth_26-30 2.063972e-01
PhysHlth_0 1.168197e-01
PhysHlth_1-5 1.168197e-01
PhysHlth_6-10 1.168197e-01
PhysHlth_11-15 1.168197e-01
PhysHlth_16-20 1.168197e-01
PhysHlth_21-25 1.168197e-01
PhysHlth_26-30 1.168197e-01
Education_Never attended school or only kinderg... 8.722612e-14
Education_Elementary -2.465358e-02
Education_Some high school -2.465358e-02
Education_High school graduate -2.465358e-02
Education_Some college or technical school -2.465358e-02
Education_College graduate -2.465358e-02
Income_Less than $10,000 2.639251e-01
Income_$10,000-$14,999 2.639251e-01
Income_$15,000-$19,999 2.639251e-01
Income_$20,000-$24,999 2.639251e-01
Income_$25,000-$34,999 2.639251e-01
Income_$35,000-$49,999 2.639251e-01
Income_$50,000-$74,999 2.639251e-01
Income_$75,000 or more 2.639251e-01
Sex_Female -0.000000e+00
Sex_Male -7.627930e-03
Age_18-29 -0.000000e+00
Age_30-49 -7.627930e-03
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 1.170617e-16 -1.638864e-16
CholCheck 1.110637e-16 2.138935e-16
Smoker -4.911787e-17 1.064892e-17
Stroke 2.392908e-15 -9.409027e-16
HeartDiseaseorAttack -1.058680e-16 4.344725e-16
PhysActivity 1.426916e-17 1.293083e-17
Fruits -1.468832e-16 1.185878e-16
Veggies 2.622865e-16 -2.276769e-16
HvyAlcoholConsump -4.789755e-17 5.462709e-16
AnyHealthcare 3.096896e-17 6.603817e-17
NoDocbcCost -4.652389e-17 1.215852e-16
DiffWalk 5.328598e-17 -1.334273e-16
BMI_Underweight -9.207785e-02 -2.780916e-01
BMI_Healthy weight 3.906454e-03 1.434163e-01
BMI_Overweight 2.265005e-01 6.568453e-01
BMI_Class 1 Obesity 3.555813e-02 -1.143821e-01
BMI_Class 2 Obesity 4.712864e-01 -7.584331e-03
BMI_Class 3 Obesity 4.170551e-01 5.276898e-02
GenHlth_Excellent 1.855150e-01 -2.788216e-01
GenHlth_Very good 1.855150e-01 -2.788216e-01
GenHlth_Good 1.855150e-01 -2.788216e-01
GenHlth_Fair 1.855150e-01 -2.788216e-01
GenHlth_Poor 1.855150e-01 -2.788216e-01
MentHlth_0 1.183342e-01 2.641877e-02
MentHlth_1-5 1.183342e-01 2.641877e-02
MentHlth_6-10 1.183342e-01 2.641877e-02
MentHlth_11-15 1.183342e-01 2.641877e-02
MentHlth_16-20 1.183342e-01 2.641877e-02
MentHlth_21-25 1.183342e-01 2.641877e-02
MentHlth_26-30 1.183342e-01 2.641877e-02
PhysHlth_0 6.222982e-02 -6.084039e-02
PhysHlth_1-5 6.222982e-02 -6.084039e-02
PhysHlth_6-10 6.222982e-02 -6.084039e-02
PhysHlth_11-15 6.222982e-02 -6.084039e-02
PhysHlth_16-20 6.222982e-02 -6.084039e-02
PhysHlth_21-25 6.222982e-02 -6.084039e-02
PhysHlth_26-30 6.222982e-02 -6.084039e-02
Education_Never attended school or only kinderg... -2.832321e-02 -1.642913e-02
Education_Elementary 1.994938e-01 4.763264e-02
Education_Some high school 1.994938e-01 4.763264e-02
Education_High school graduate 1.994938e-01 4.763264e-02
Education_Some college or technical school 1.994938e-01 4.763264e-02
Education_College graduate 1.994938e-01 4.763264e-02
Income_Less than $10,000 -4.701360e-02 -5.277743e-02
Income_$10,000-$14,999 -4.701360e-02 -5.277743e-02
Income_$15,000-$19,999 -4.701360e-02 -5.277743e-02
Income_$20,000-$24,999 -4.701360e-02 -5.277743e-02
Income_$25,000-$34,999 -4.701360e-02 -5.277743e-02
Income_$35,000-$49,999 -4.701360e-02 -5.277743e-02
Income_$50,000-$74,999 -4.701360e-02 -5.277743e-02
Income_$75,000 or more -4.701360e-02 -5.277743e-02
Sex_Female 0.000000e+00 0.000000e+00
Sex_Male 1.187695e-01 2.572741e-02
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 1.187714e-01 2.572728e-02
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_23:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.814954 -0.500161 -0.103350 0.382513 -0.681526 0.096472 0.547721
1 -0.426767 -0.708045 0.100496 -0.047078 -1.005607 0.608347 0.826344
2 -0.290861 0.613056 0.501202 0.065442 1.171695 -0.167705 -0.589051
3 -0.066502 -0.294789 -0.518156 -0.083131 -0.448230 -1.285023 -0.514012
4 0.873594 0.156482 0.208335 -0.428541 0.092076 0.144721 -0.438038
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.450189 -0.307597 -0.723098 ... 0.0 0.0 0.0 1.110223e-16
1 -0.313989 0.134481 -0.100117 ... 0.0 0.0 0.0 1.110223e-16
2 0.659986 0.636271 -0.518417 ... 0.0 0.0 0.0 1.110223e-16
3 0.643228 0.831392 -0.469942 ... 0.0 0.0 0.0 0.000000e+00
4 -0.305626 -0.869910 0.020454 ... 0.0 0.0 0.0 5.551115e-17
PC53 PC54 PC55 PC56 PC57 \
0 0.000000e+00 1.110223e-16 1.110223e-16 4.440892e-16 -2.220446e-16
1 2.220446e-16 2.220446e-16 -1.110223e-16 -1.110223e-16 2.220446e-16
2 1.110223e-16 3.330669e-16 3.330669e-16 2.775558e-16 0.000000e+00
3 0.000000e+00 0.000000e+00 1.110223e-16 1.665335e-16 -4.440892e-16
4 0.000000e+00 1.110223e-16 -2.220446e-16 -5.551115e-17 0.000000e+00
PC58
0 4.440892e-16
1 -5.551115e-17
2 -1.110223e-16
3 3.330669e-16
4 -5.551115e-17
[5 rows x 58 columns]
For Subset_23, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_24:
[1.13275662e-01 6.68032354e-02 6.15407415e-02 5.84027323e-02
4.84498603e-02 4.74935465e-02 4.67993331e-02 4.14836014e-02
3.85411991e-02 3.57040205e-02 3.28976080e-02 3.09297030e-02
3.04756043e-02 2.81492770e-02 2.58532179e-02 2.38858241e-02
2.24999773e-02 2.08325793e-02 1.93351539e-02 1.85478076e-02
1.69244742e-02 1.64351303e-02 1.58276296e-02 1.48157365e-02
1.46554680e-02 1.28383772e-02 1.22318104e-02 1.13208992e-02
1.10529681e-02 9.74398497e-03 8.27229555e-03 7.73178371e-03
6.66445289e-03 5.96883304e-03 5.74600632e-03 5.06739694e-03
3.65711821e-03 3.43448011e-03 2.73831086e-03 2.67153071e-03
3.00628302e-04 1.55731208e-17 7.16043543e-18 4.07198351e-18
1.42057101e-18 5.45601293e-19 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_24:
[0.11327566 0.1800789 0.24161964 0.30002237 0.34847223 0.39596578
0.44276511 0.48424871 0.52278991 0.55849393 0.59139154 0.62232124
0.65279685 0.68094612 0.70679934 0.73068517 0.75318514 0.77401772
0.79335288 0.81190068 0.82882516 0.84526029 0.86108792 0.87590366
0.89055912 0.9033975 0.91562931 0.92695021 0.93800318 0.94774716
0.95601946 0.96375124 0.9704157 0.97638453 0.98213053 0.98719793
0.99085505 0.99428953 0.99702784 0.99969937 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_24:
PC1 \
HighBP -2.199121e-01
HighChol -2.008771e-01
CholCheck -3.162003e-03
Smoker -1.944010e-01
Stroke -3.607276e-02
HeartDiseaseorAttack -4.935180e-02
PhysActivity 1.780855e-01
Fruits 7.558444e-02
Veggies 7.377670e-02
HvyAlcoholConsump -3.563354e-03
AnyHealthcare 5.784191e-02
NoDocbcCost -1.764309e-01
DiffWalk -3.669557e-01
BMI_Underweight 1.654361e-24
BMI_Healthy weight -2.067952e-25
BMI_Overweight -2.584939e-26
BMI_Class 1 Obesity -6.462349e-27
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -1.514613e-28
GenHlth_Excellent 4.310679e-02
GenHlth_Very good 2.063232e-01
GenHlth_Good 1.686588e-01
GenHlth_Fair -2.853650e-01
GenHlth_Poor -1.327238e-01
MentHlth_0 3.069730e-01
MentHlth_1-5 1.996634e-02
MentHlth_6-10 -4.068567e-02
MentHlth_11-15 -4.621428e-02
MentHlth_16-20 -3.318321e-02
MentHlth_21-25 -1.915489e-02
MentHlth_26-30 -1.877013e-01
PhysHlth_0 3.754978e-01
PhysHlth_1-5 2.404391e-03
PhysHlth_6-10 -4.467700e-02
PhysHlth_11-15 -5.981889e-02
PhysHlth_16-20 -4.649595e-02
PhysHlth_21-25 -2.118874e-02
PhysHlth_26-30 -2.057216e-01
Education_Never attended school or only kinderg... -2.244284e-03
Education_Elementary -8.172433e-03
Education_Some high school -3.938426e-02
Education_High school graduate -1.018004e-01
Education_Some college or technical school -1.132040e-01
Education_College graduate 2.648054e-01
Income_Less than $10,000 -9.548598e-02
Income_$10,000-$14,999 -7.826756e-02
Income_$15,000-$19,999 -6.213551e-02
Income_$20,000-$24,999 -4.890217e-02
Income_$25,000-$34,999 -1.409457e-02
Income_$35,000-$49,999 3.324669e-02
Income_$50,000-$74,999 7.725269e-02
Income_$75,000 or more 1.883864e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -5.121148e-02
HighChol 4.780871e-02
CholCheck 7.746103e-03
Smoker -1.120210e-01
Stroke -5.195681e-03
HeartDiseaseorAttack -3.246187e-03
PhysActivity 1.326612e-01
Fruits 1.364480e-01
Veggies 1.183897e-01
HvyAlcoholConsump 2.249305e-03
AnyHealthcare 4.357398e-02
NoDocbcCost -4.110262e-03
DiffWalk -2.158775e-02
BMI_Underweight -8.673617e-19
BMI_Healthy weight -4.336809e-19
BMI_Overweight 3.252607e-19
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -1.694066e-21
GenHlth_Excellent -2.905584e-02
GenHlth_Very good 3.311864e-02
GenHlth_Good -6.548591e-02
GenHlth_Fair 7.006466e-02
GenHlth_Poor -8.641546e-03
MentHlth_0 -3.902137e-01
MentHlth_1-5 3.292919e-01
MentHlth_6-10 2.310323e-02
MentHlth_11-15 2.457686e-02
MentHlth_16-20 1.291359e-02
MentHlth_21-25 3.302799e-03
MentHlth_26-30 -2.974738e-03
PhysHlth_0 -4.113190e-01
PhysHlth_1-5 3.935133e-01
PhysHlth_6-10 1.919884e-02
PhysHlth_11-15 8.282848e-03
PhysHlth_16-20 9.809361e-03
PhysHlth_21-25 -9.288059e-04
PhysHlth_26-30 -1.855647e-02
Education_Never attended school or only kinderg... 6.567812e-04
Education_Elementary -8.357601e-03
Education_Some high school -2.901570e-02
Education_High school graduate -2.389627e-01
Education_Some college or technical school -1.653484e-01
Education_College graduate 4.410276e-01
Income_Less than $10,000 -4.522492e-02
Income_$10,000-$14,999 -2.313944e-02
Income_$15,000-$19,999 -5.796017e-02
Income_$20,000-$24,999 -4.130259e-02
Income_$25,000-$34,999 -5.257732e-02
Income_$35,000-$49,999 -2.390178e-02
Income_$50,000-$74,999 4.776601e-02
Income_$75,000 or more 1.963402e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP -1.385814e-02
HighChol -5.085173e-02
CholCheck -5.708495e-03
Smoker 1.140072e-01
Stroke -1.387286e-02
HeartDiseaseorAttack -1.002377e-02
PhysActivity 1.474118e-01
Fruits 1.988181e-02
Veggies 7.706904e-02
HvyAlcoholConsump 1.099367e-02
AnyHealthcare -6.892072e-03
NoDocbcCost 3.969930e-02
DiffWalk -8.607114e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity 4.336809e-19
BMI_Class 3 Obesity -2.168404e-19
GenHlth_Excellent -4.920735e-02
GenHlth_Very good -2.433180e-01
GenHlth_Good 5.640126e-01
GenHlth_Fair -2.140383e-01
GenHlth_Poor -5.744899e-02
MentHlth_0 -1.425879e-01
MentHlth_1-5 1.591070e-01
MentHlth_6-10 1.299121e-02
MentHlth_11-15 -1.166991e-03
MentHlth_16-20 -4.405276e-03
MentHlth_21-25 -3.529990e-03
MentHlth_26-30 -2.040805e-02
PhysHlth_0 -7.372100e-02
PhysHlth_1-5 1.828985e-01
PhysHlth_6-10 3.491454e-03
PhysHlth_11-15 -3.702561e-03
PhysHlth_16-20 -1.662400e-02
PhysHlth_21-25 -8.130040e-03
PhysHlth_26-30 -8.421234e-02
Education_Never attended school or only kinderg... -1.151118e-03
Education_Elementary -1.000361e-02
Education_Some high school -2.786012e-02
Education_High school graduate -2.184243e-01
Education_Some college or technical school 5.320897e-01
Education_College graduate -2.746506e-01
Income_Less than $10,000 -3.395190e-02
Income_$10,000-$14,999 -1.641987e-02
Income_$15,000-$19,999 -1.981493e-02
Income_$20,000-$24,999 -2.228079e-03
Income_$25,000-$34,999 5.094579e-02
Income_$35,000-$49,999 8.404764e-02
Income_$50,000-$74,999 1.690233e-02
Income_$75,000 or more -7.948099e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP 1.633746e-01
HighChol 1.851896e-01
CholCheck 1.378460e-03
Smoker 5.256123e-03
Stroke 4.007982e-03
HeartDiseaseorAttack 1.553784e-03
PhysActivity -2.022440e-01
Fruits -3.762086e-01
Veggies -2.433507e-01
HvyAlcoholConsump 6.238032e-03
AnyHealthcare 9.703844e-03
NoDocbcCost -6.296033e-02
DiffWalk -3.888674e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight -3.469447e-18
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 1.084202e-19
BMI_Class 3 Obesity -1.084202e-19
GenHlth_Excellent -3.147765e-02
GenHlth_Very good -2.805299e-01
GenHlth_Good 4.809618e-01
GenHlth_Fair -1.553035e-01
GenHlth_Poor -1.365075e-02
MentHlth_0 -5.803542e-02
MentHlth_1-5 8.244758e-02
MentHlth_6-10 9.937045e-03
MentHlth_11-15 8.398739e-03
MentHlth_16-20 -1.691070e-03
MentHlth_21-25 -2.892405e-03
MentHlth_26-30 -3.816447e-02
PhysHlth_0 -4.588338e-03
PhysHlth_1-5 8.870451e-02
PhysHlth_6-10 1.183878e-02
PhysHlth_11-15 -4.033812e-03
PhysHlth_16-20 -9.877391e-03
PhysHlth_21-25 -9.179618e-04
PhysHlth_26-30 -8.112579e-02
Education_Never attended school or only kinderg... 7.850032e-04
Education_Elementary 5.292337e-04
Education_Some high school 2.435224e-02
Education_High school graduate 2.967294e-01
Education_Some college or technical school -4.678790e-01
Education_College graduate 1.454831e-01
Income_Less than $10,000 2.165551e-02
Income_$10,000-$14,999 -5.450692e-03
Income_$15,000-$19,999 8.659031e-03
Income_$20,000-$24,999 -1.647034e-02
Income_$25,000-$34,999 7.960828e-03
Income_$35,000-$49,999 1.416591e-03
Income_$50,000-$74,999 -1.473381e-02
Income_$75,000 or more -3.037118e-03
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP 4.012958e-01
HighChol 2.781816e-01
CholCheck 2.618542e-02
Smoker -7.776953e-02
Stroke 1.241591e-02
HeartDiseaseorAttack 3.134037e-02
PhysActivity 2.392258e-01
Fruits 4.761050e-01
Veggies 1.994112e-01
HvyAlcoholConsump -1.841476e-02
AnyHealthcare 6.004346e-02
NoDocbcCost -5.263430e-02
DiffWalk 1.049189e-01
BMI_Underweight -5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 4.163336e-17
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -1.004302e-04
GenHlth_Very good -2.063442e-01
GenHlth_Good 1.599459e-01
GenHlth_Fair -4.326643e-03
GenHlth_Poor 5.082533e-02
MentHlth_0 -1.526436e-01
MentHlth_1-5 1.034916e-01
MentHlth_6-10 -5.184290e-03
MentHlth_11-15 1.530263e-02
MentHlth_16-20 -3.175829e-03
MentHlth_21-25 -1.208291e-03
MentHlth_26-30 4.341781e-02
PhysHlth_0 2.850086e-01
PhysHlth_1-5 -4.282559e-01
PhysHlth_6-10 1.460304e-02
PhysHlth_11-15 2.308492e-02
PhysHlth_16-20 1.895812e-02
PhysHlth_21-25 9.632599e-03
PhysHlth_26-30 7.696860e-02
Education_Never attended school or only kinderg... 2.300345e-04
Education_Elementary 2.155558e-03
Education_Some high school 1.643974e-02
Education_High school graduate -3.953341e-02
Education_Some college or technical school -1.013447e-01
Education_College graduate 1.220528e-01
Income_Less than $10,000 1.582130e-02
Income_$10,000-$14,999 1.771305e-02
Income_$15,000-$19,999 1.796070e-02
Income_$20,000-$24,999 -3.223283e-02
Income_$25,000-$34,999 -6.010931e-03
Income_$35,000-$49,999 -5.337631e-02
Income_$50,000-$74,999 -2.371689e-03
Income_$75,000 or more 4.249671e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 3.451811e-01
HighChol 9.171334e-02
CholCheck 1.237581e-02
Smoker -1.653920e-01
Stroke 1.462972e-03
HeartDiseaseorAttack 3.018934e-02
PhysActivity -6.797403e-02
Fruits 1.599706e-01
Veggies 2.915078e-02
HvyAlcoholConsump -2.306048e-02
AnyHealthcare 1.292838e-02
NoDocbcCost -1.868249e-02
DiffWalk 5.461185e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight -8.326673e-17
BMI_Class 1 Obesity -8.326673e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -1.171323e-02
GenHlth_Very good -1.543549e-01
GenHlth_Good 1.191172e-01
GenHlth_Fair 2.146020e-02
GenHlth_Poor 2.549073e-02
MentHlth_0 5.548414e-01
MentHlth_1-5 -4.497909e-01
MentHlth_6-10 -4.809064e-02
MentHlth_11-15 -1.449374e-02
MentHlth_16-20 -8.453823e-03
MentHlth_21-25 -4.225310e-04
MentHlth_26-30 -3.358979e-02
PhysHlth_0 -3.269582e-01
PhysHlth_1-5 2.538449e-01
PhysHlth_6-10 1.674669e-02
PhysHlth_11-15 2.744328e-03
PhysHlth_16-20 -4.257272e-03
PhysHlth_21-25 1.249053e-03
PhysHlth_26-30 5.663044e-02
Education_Never attended school or only kinderg... 1.140433e-03
Education_Elementary 7.977515e-03
Education_Some high school 1.334557e-02
Education_High school graduate -2.243897e-01
Education_Some college or technical school 4.744215e-02
Education_College graduate 1.544840e-01
Income_Less than $10,000 1.660062e-02
Income_$10,000-$14,999 4.016214e-03
Income_$15,000-$19,999 -2.724013e-02
Income_$20,000-$24,999 1.638456e-02
Income_$25,000-$34,999 -1.550442e-02
Income_$35,000-$49,999 -3.337737e-02
Income_$50,000-$74,999 -3.846865e-04
Income_$75,000 or more 3.950522e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC7 \
HighBP -2.459210e-01
HighChol -2.564478e-01
CholCheck -1.743301e-02
Smoker 1.634182e-01
Stroke 8.502559e-03
HeartDiseaseorAttack -5.790442e-03
PhysActivity 2.159787e-01
Fruits 4.856911e-01
Veggies 1.874529e-01
HvyAlcoholConsump 2.281575e-04
AnyHealthcare -8.067192e-02
NoDocbcCost 1.165531e-01
DiffWalk -3.484596e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -4.857226e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -2.220446e-16
GenHlth_Excellent 3.479621e-02
GenHlth_Very good -1.182463e-01
GenHlth_Good 1.221444e-01
GenHlth_Fair -5.233214e-04
GenHlth_Poor -3.817103e-02
MentHlth_0 5.992804e-02
MentHlth_1-5 -1.241967e-01
MentHlth_6-10 4.767207e-03
MentHlth_11-15 3.198858e-02
MentHlth_16-20 2.294606e-03
MentHlth_21-25 -5.376893e-03
MentHlth_26-30 3.059514e-02
PhysHlth_0 -1.853381e-01
PhysHlth_1-5 1.838333e-01
PhysHlth_6-10 1.164507e-02
PhysHlth_11-15 9.444538e-03
PhysHlth_16-20 3.999717e-03
PhysHlth_21-25 1.511914e-03
PhysHlth_26-30 -2.509641e-02
Education_Never attended school or only kinderg... -1.251672e-03
Education_Elementary 2.086064e-03
Education_Some high school -1.251058e-02
Education_High school graduate 4.712914e-01
Education_Some college or technical school -3.172047e-01
Education_College graduate -1.424105e-01
Income_Less than $10,000 2.603885e-02
Income_$10,000-$14,999 3.948129e-02
Income_$15,000-$19,999 7.122930e-02
Income_$20,000-$24,999 1.845992e-02
Income_$25,000-$34,999 4.175958e-02
Income_$35,000-$49,999 2.423142e-02
Income_$50,000-$74,999 -4.575514e-02
Income_$75,000 or more -1.754452e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -3.446442e-01
HighChol -8.411932e-02
CholCheck -2.219016e-02
Smoker 5.574362e-01
Stroke 4.839136e-03
HeartDiseaseorAttack 1.673995e-02
PhysActivity -2.017279e-01
Fruits 2.725380e-02
Veggies 7.991829e-02
HvyAlcoholConsump 2.114902e-02
AnyHealthcare 3.794792e-02
NoDocbcCost -1.206346e-02
DiffWalk 2.257016e-01
BMI_Underweight 5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight -2.220446e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.241398e-02
GenHlth_Very good -7.664869e-02
GenHlth_Good 1.434585e-01
GenHlth_Fair -2.350205e-01
GenHlth_Poor 1.557968e-01
MentHlth_0 2.779742e-03
MentHlth_1-5 -2.017781e-01
MentHlth_6-10 1.222286e-02
MentHlth_11-15 4.888582e-03
MentHlth_16-20 -3.864034e-04
MentHlth_21-25 2.061692e-04
MentHlth_26-30 1.820672e-01
PhysHlth_0 -2.962017e-03
PhysHlth_1-5 -2.030824e-01
PhysHlth_6-10 9.915778e-03
PhysHlth_11-15 -3.081543e-03
PhysHlth_16-20 1.206782e-02
PhysHlth_21-25 7.738424e-03
PhysHlth_26-30 1.794039e-01
Education_Never attended school or only kinderg... -6.603285e-04
Education_Elementary -4.106216e-03
Education_Some high school 1.839719e-02
Education_High school graduate -2.563017e-01
Education_Some college or technical school -6.174364e-02
Education_College graduate 3.044147e-01
Income_Less than $10,000 1.813320e-03
Income_$10,000-$14,999 1.196568e-02
Income_$15,000-$19,999 -5.511508e-02
Income_$20,000-$24,999 -2.305393e-03
Income_$25,000-$34,999 -4.497252e-02
Income_$35,000-$49,999 -3.825884e-02
Income_$50,000-$74,999 -6.036401e-02
Income_$75,000 or more 1.872368e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP 2.784713e-01
HighChol 3.379231e-01
CholCheck 1.944067e-02
Smoker 6.375365e-01
Stroke 5.498862e-03
HeartDiseaseorAttack 1.070629e-02
PhysActivity 4.284877e-01
Fruits -1.614604e-01
Veggies 5.433811e-02
HvyAlcoholConsump 3.016690e-02
AnyHealthcare 3.462352e-02
NoDocbcCost -4.249387e-02
DiffWalk -1.787198e-01
BMI_Underweight 1.387779e-16
BMI_Healthy weight 1.387779e-16
BMI_Overweight -2.775558e-16
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent -2.757497e-02
GenHlth_Very good 2.422049e-01
GenHlth_Good -1.325626e-01
GenHlth_Fair -2.326869e-02
GenHlth_Poor -5.879866e-02
MentHlth_0 1.112739e-01
MentHlth_1-5 -2.892269e-02
MentHlth_6-10 -4.347499e-03
MentHlth_11-15 2.282482e-04
MentHlth_16-20 -7.397885e-03
MentHlth_21-25 -4.950261e-03
MentHlth_26-30 -6.588377e-02
PhysHlth_0 -2.381092e-02
PhysHlth_1-5 1.445209e-01
PhysHlth_6-10 3.592420e-03
PhysHlth_11-15 -8.835318e-03
PhysHlth_16-20 -8.882408e-03
PhysHlth_21-25 2.546994e-03
PhysHlth_26-30 -1.091316e-01
Education_Never attended school or only kinderg... -4.255337e-03
Education_Elementary -1.298604e-02
Education_Some high school -4.906930e-03
Education_High school graduate 7.951449e-02
Education_Some college or technical school -2.317297e-02
Education_College graduate -3.419322e-02
Income_Less than $10,000 -2.325969e-02
Income_$10,000-$14,999 -2.534804e-02
Income_$15,000-$19,999 -5.092683e-02
Income_$20,000-$24,999 1.036865e-02
Income_$25,000-$34,999 -3.291416e-03
Income_$35,000-$49,999 1.918641e-02
Income_$50,000-$74,999 -1.546007e-02
Income_$75,000 or more 8.873099e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP -7.846256e-03 ... 0.0
HighChol -2.873240e-01 ... 0.0
CholCheck -2.616986e-02 ... 0.0
Smoker 3.826141e-02 ... 0.0
Stroke -8.093196e-03 ... 0.0
HeartDiseaseorAttack -1.133804e-02 ... 0.0
PhysActivity 4.124950e-01 ... 0.0
Fruits -3.228034e-01 ... 0.0
Veggies -1.100405e-02 ... 0.0
HvyAlcoholConsump 1.819721e-02 ... 0.0
AnyHealthcare -1.591424e-01 ... 0.0
NoDocbcCost 3.321109e-01 ... 0.0
DiffWalk 2.090026e-02 ... 0.0
BMI_Underweight 1.310258e-16 ... 0.0
BMI_Healthy weight 1.387779e-16 ... 0.0
BMI_Overweight 6.418477e-17 ... 0.0
BMI_Class 1 Obesity 1.040834e-17 ... 0.0
BMI_Class 2 Obesity -9.020562e-17 ... 0.0
BMI_Class 3 Obesity -5.204170e-17 ... 0.0
GenHlth_Excellent 3.846837e-02 ... 0.0
GenHlth_Very good -3.144489e-01 ... 0.0
GenHlth_Good 3.338423e-02 ... 0.0
GenHlth_Fair 3.962949e-01 ... 0.0
GenHlth_Poor -1.536986e-01 ... 0.0
MentHlth_0 2.245766e-02 ... 0.0
MentHlth_1-5 -1.222855e-01 ... 0.0
MentHlth_6-10 5.545877e-02 ... 0.0
MentHlth_11-15 2.597907e-02 ... 0.0
MentHlth_16-20 2.711787e-02 ... 0.0
MentHlth_21-25 5.051710e-03 ... 0.0
MentHlth_26-30 -1.377955e-02 ... 0.0
PhysHlth_0 1.076059e-01 ... 0.0
PhysHlth_1-5 -1.401424e-01 ... 0.0
PhysHlth_6-10 5.101847e-02 ... 0.0
PhysHlth_11-15 3.630394e-02 ... 0.0
PhysHlth_16-20 2.309624e-02 ... 0.0
PhysHlth_21-25 -4.089663e-03 ... 0.0
PhysHlth_26-30 -7.379248e-02 ... 0.0
Education_Never attended school or only kinderg... -1.220253e-03 ... 0.0
Education_Elementary 1.623847e-02 ... 0.0
Education_Some high school 4.609622e-02 ... 0.0
Education_High school graduate -2.161819e-01 ... 0.0
Education_Some college or technical school -8.711585e-02 ... 0.0
Education_College graduate 2.421833e-01 ... 0.0
Income_Less than $10,000 -2.612325e-02 ... 0.0
Income_$10,000-$14,999 -2.584471e-03 ... 0.0
Income_$15,000-$19,999 3.030107e-02 ... 0.0
Income_$20,000-$24,999 6.475034e-02 ... 0.0
Income_$25,000-$34,999 -3.699608e-02 ... 0.0
Income_$35,000-$49,999 9.084045e-03 ... 0.0
Income_$50,000-$74,999 1.174904e-01 ... 0.0
Income_$75,000 or more -1.559221e-01 ... 0.0
Sex_Female 0.000000e+00 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 1.0
Age_50-64 0.000000e+00 ... 0.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.0
HighChol 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0
Smoker 0.0 0.0 0.0
Stroke 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0
Fruits 0.0 0.0 0.0
Veggies 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0
Sex_Female 0.0 0.0 1.0
Sex_Male 0.0 1.0 0.0
Age_18-29 1.0 0.0 0.0
Age_30-49 0.0 0.0 0.0
Age_50-64 0.0 0.0 0.0
Age_65+ 0.0 0.0 0.0
PC53 \
HighBP 0.000000e+00
HighChol -1.021266e-17
CholCheck 3.102298e-16
Smoker -1.381313e-18
Stroke -2.750590e-17
HeartDiseaseorAttack 3.645107e-17
PhysActivity -7.207148e-17
Fruits -1.073245e-16
Veggies 1.759832e-17
HvyAlcoholConsump -3.232359e-16
AnyHealthcare 1.954474e-16
NoDocbcCost 2.575015e-16
DiffWalk 4.763177e-17
BMI_Underweight -2.955866e-01
BMI_Healthy weight -2.530935e-01
BMI_Overweight 4.481251e-01
BMI_Class 1 Obesity -2.123894e-01
BMI_Class 2 Obesity 1.218774e-01
BMI_Class 3 Obesity -2.270098e-01
GenHlth_Excellent -1.838171e-02
GenHlth_Very good -1.838171e-02
GenHlth_Good -1.838171e-02
GenHlth_Fair -1.838171e-02
GenHlth_Poor -1.838171e-02
MentHlth_0 8.537776e-02
MentHlth_1-5 8.537776e-02
MentHlth_6-10 8.537776e-02
MentHlth_11-15 8.537776e-02
MentHlth_16-20 8.537776e-02
MentHlth_21-25 8.537776e-02
MentHlth_26-30 8.537776e-02
PhysHlth_0 -1.692796e-01
PhysHlth_1-5 -1.692796e-01
PhysHlth_6-10 -1.692796e-01
PhysHlth_11-15 -1.692796e-01
PhysHlth_16-20 -1.692796e-01
PhysHlth_21-25 -1.692796e-01
PhysHlth_26-30 -1.692796e-01
Education_Never attended school or only kinderg... -2.047738e-01
Education_Elementary -2.047738e-01
Education_Some high school -2.047738e-01
Education_High school graduate -2.047738e-01
Education_Some college or technical school -2.047738e-01
Education_College graduate -2.047738e-01
Income_Less than $10,000 6.261133e-02
Income_$10,000-$14,999 6.261133e-02
Income_$15,000-$19,999 6.261133e-02
Income_$20,000-$24,999 6.261133e-02
Income_$25,000-$34,999 6.261133e-02
Income_$35,000-$49,999 6.261133e-02
Income_$50,000-$74,999 6.261133e-02
Income_$75,000 or more 6.261133e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 3.063797e-17
CholCheck 5.153075e-16
Smoker 4.023325e-18
Stroke -5.861900e-17
HeartDiseaseorAttack -1.247051e-16
PhysActivity -7.320861e-17
Fruits 5.053739e-17
Veggies -1.999292e-17
HvyAlcoholConsump 1.362855e-16
AnyHealthcare -1.220860e-16
NoDocbcCost -9.408619e-17
DiffWalk -3.266953e-17
BMI_Underweight 9.030912e-02
BMI_Healthy weight 2.074745e-01
BMI_Overweight 5.326762e-01
BMI_Class 1 Obesity 2.408881e-01
BMI_Class 2 Obesity 4.058640e-01
BMI_Class 3 Obesity 3.505147e-01
GenHlth_Excellent 1.433689e-01
GenHlth_Very good 1.433689e-01
GenHlth_Good 1.433689e-01
GenHlth_Fair 1.433689e-01
GenHlth_Poor 1.433689e-01
MentHlth_0 -8.983285e-02
MentHlth_1-5 -8.983285e-02
MentHlth_6-10 -8.983285e-02
MentHlth_11-15 -8.983285e-02
MentHlth_16-20 -8.983285e-02
MentHlth_21-25 -8.983285e-02
MentHlth_26-30 -8.983285e-02
PhysHlth_0 -7.549956e-02
PhysHlth_1-5 -7.549956e-02
PhysHlth_6-10 -7.549956e-02
PhysHlth_11-15 -7.549956e-02
PhysHlth_16-20 -7.549956e-02
PhysHlth_21-25 -7.549956e-02
PhysHlth_26-30 -7.549956e-02
Education_Never attended school or only kinderg... 3.350033e-02
Education_Elementary 3.350033e-02
Education_Some high school 3.350033e-02
Education_High school graduate 3.350033e-02
Education_Some college or technical school 3.350033e-02
Education_College graduate 3.350033e-02
Income_Less than $10,000 -1.191342e-01
Income_$10,000-$14,999 -1.191342e-01
Income_$15,000-$19,999 -1.191342e-01
Income_$20,000-$24,999 -1.191342e-01
Income_$25,000-$34,999 -1.191342e-01
Income_$35,000-$49,999 -1.191342e-01
Income_$50,000-$74,999 -1.191342e-01
Income_$75,000 or more -1.191342e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol -6.127593e-17
CholCheck -9.765591e-16
Smoker -1.355796e-16
Stroke -2.482915e-16
HeartDiseaseorAttack -1.066628e-16
PhysActivity -1.675956e-17
Fruits 1.187647e-16
Veggies 1.575046e-16
HvyAlcoholConsump 2.936870e-16
AnyHealthcare 2.149385e-16
NoDocbcCost -3.413049e-17
DiffWalk 1.221509e-16
BMI_Underweight 1.817273e-01
BMI_Healthy weight -3.795276e-01
BMI_Overweight 1.293815e-01
BMI_Class 1 Obesity -1.201757e-01
BMI_Class 2 Obesity -5.415477e-02
BMI_Class 3 Obesity 3.992251e-01
GenHlth_Excellent 1.459919e-01
GenHlth_Very good 1.459919e-01
GenHlth_Good 1.459919e-01
GenHlth_Fair 1.459919e-01
GenHlth_Poor 1.459919e-01
MentHlth_0 1.004656e-01
MentHlth_1-5 1.004656e-01
MentHlth_6-10 1.004656e-01
MentHlth_11-15 1.004656e-01
MentHlth_16-20 1.004656e-01
MentHlth_21-25 1.004656e-01
MentHlth_26-30 1.004656e-01
PhysHlth_0 -2.342995e-02
PhysHlth_1-5 -2.342995e-02
PhysHlth_6-10 -2.342995e-02
PhysHlth_11-15 -2.342995e-02
PhysHlth_16-20 -2.342995e-02
PhysHlth_21-25 -2.342995e-02
PhysHlth_26-30 -2.342995e-02
Education_Never attended school or only kinderg... 1.616634e-01
Education_Elementary 1.616634e-01
Education_Some high school 1.616634e-01
Education_High school graduate 1.616634e-01
Education_Some college or technical school 1.616634e-01
Education_College graduate 1.616634e-01
Income_Less than $10,000 1.909071e-01
Income_$10,000-$14,999 1.909071e-01
Income_$15,000-$19,999 1.909071e-01
Income_$20,000-$24,999 1.909071e-01
Income_$25,000-$34,999 1.909071e-01
Income_$35,000-$49,999 1.909071e-01
Income_$50,000-$74,999 1.909071e-01
Income_$75,000 or more 1.909071e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 0.000000e+00
CholCheck -3.201776e-16
Smoker -6.609632e-17
Stroke -4.551041e-16
HeartDiseaseorAttack 9.532614e-18
PhysActivity 4.882374e-17
Fruits 4.558120e-17
Veggies 3.313740e-17
HvyAlcoholConsump -5.431923e-16
AnyHealthcare 3.415228e-16
NoDocbcCost 1.012323e-16
DiffWalk 8.533379e-17
BMI_Underweight 6.710002e-02
BMI_Healthy weight 6.882003e-01
BMI_Overweight 4.320342e-01
BMI_Class 1 Obesity -2.281742e-01
BMI_Class 2 Obesity -6.987550e-02
BMI_Class 3 Obesity -8.401200e-02
GenHlth_Excellent -7.890859e-02
GenHlth_Very good -7.890859e-02
GenHlth_Good -7.890859e-02
GenHlth_Fair -7.890859e-02
GenHlth_Poor -7.890859e-02
MentHlth_0 7.709396e-02
MentHlth_1-5 7.709396e-02
MentHlth_6-10 7.709396e-02
MentHlth_11-15 7.709396e-02
MentHlth_16-20 7.709396e-02
MentHlth_21-25 7.709396e-02
MentHlth_26-30 7.709396e-02
PhysHlth_0 1.060489e-01
PhysHlth_1-5 1.060489e-01
PhysHlth_6-10 1.060489e-01
PhysHlth_11-15 1.060489e-01
PhysHlth_16-20 1.060489e-01
PhysHlth_21-25 1.060489e-01
PhysHlth_26-30 1.060489e-01
Education_Never attended school or only kinderg... 3.696966e-02
Education_Elementary 3.696966e-02
Education_Some high school 3.696966e-02
Education_High school graduate 3.696966e-02
Education_Some college or technical school 3.696966e-02
Education_College graduate 3.696966e-02
Income_Less than $10,000 1.180880e-01
Income_$10,000-$14,999 1.180880e-01
Income_$15,000-$19,999 1.180880e-01
Income_$20,000-$24,999 1.180880e-01
Income_$25,000-$34,999 1.180880e-01
Income_$35,000-$49,999 1.180880e-01
Income_$50,000-$74,999 1.180880e-01
Income_$75,000 or more 1.180880e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol -2.744651e-17 -3.829746e-18
CholCheck 3.076716e-16 -6.731278e-16
Smoker -2.443027e-17 9.112373e-18
Stroke 1.246980e-15 -2.080960e-16
HeartDiseaseorAttack -3.669118e-16 5.140762e-16
PhysActivity 4.246925e-17 5.175771e-17
Fruits 1.030986e-17 -1.921887e-17
Veggies -1.358512e-16 -2.638024e-17
HvyAlcoholConsump 1.199551e-15 1.106676e-16
AnyHealthcare -4.606568e-16 -1.034553e-17
NoDocbcCost -8.871815e-17 -1.324249e-16
DiffWalk -9.034499e-17 1.322755e-16
BMI_Underweight -5.881238e-01 -3.216268e-02
BMI_Healthy weight 1.543246e-01 -1.871920e-01
BMI_Overweight -2.898492e-02 4.096658e-01
BMI_Class 1 Obesity 1.540460e-01 5.667683e-01
BMI_Class 2 Obesity -4.171348e-01 -5.228023e-01
BMI_Class 3 Obesity 6.239800e-01 -3.888172e-01
GenHlth_Excellent -4.629049e-02 2.438005e-02
GenHlth_Very good -4.629049e-02 2.438005e-02
GenHlth_Good -4.629049e-02 2.438005e-02
GenHlth_Fair -4.629049e-02 2.438005e-02
GenHlth_Poor -4.629049e-02 2.438005e-02
MentHlth_0 -8.271323e-03 -1.852305e-02
MentHlth_1-5 -8.271323e-03 -1.852305e-02
MentHlth_6-10 -8.271323e-03 -1.852305e-02
MentHlth_11-15 -8.271323e-03 -1.852305e-02
MentHlth_16-20 -8.271323e-03 -1.852305e-02
MentHlth_21-25 -8.271323e-03 -1.852305e-02
MentHlth_26-30 -8.271323e-03 -1.852305e-02
PhysHlth_0 -9.957528e-03 2.414591e-02
PhysHlth_1-5 -9.957528e-03 2.414591e-02
PhysHlth_6-10 -9.957528e-03 2.414591e-02
PhysHlth_11-15 -9.957528e-03 2.414591e-02
PhysHlth_16-20 -9.957528e-03 2.414591e-02
PhysHlth_21-25 -9.957528e-03 2.414591e-02
PhysHlth_26-30 -9.957528e-03 2.414591e-02
Education_Never attended school or only kinderg... -6.943066e-02 8.252338e-02
Education_Elementary -6.943066e-02 8.252338e-02
Education_Some high school -6.943066e-02 8.252338e-02
Education_High school graduate -6.943066e-02 8.252338e-02
Education_Some college or technical school -6.943066e-02 8.252338e-02
Education_College graduate -6.943066e-02 8.252338e-02
Income_Less than $10,000 1.396837e-02 -2.641044e-03
Income_$10,000-$14,999 1.396837e-02 -2.641044e-03
Income_$15,000-$19,999 1.396837e-02 -2.641044e-03
Income_$20,000-$24,999 1.396837e-02 -2.641044e-03
Income_$25,000-$34,999 1.396837e-02 -2.641044e-03
Income_$35,000-$49,999 1.396837e-02 -2.641044e-03
Income_$50,000-$74,999 1.396837e-02 -2.641044e-03
Income_$75,000 or more 1.396837e-02 -2.641044e-03
Sex_Female 0.000000e+00 0.000000e+00
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_24:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.551512 -0.063544 0.192505 -1.014156 -0.107636 0.467129 0.117914
1 -1.160249 0.110606 0.325108 -0.777319 0.553413 0.168340 0.019690
2 1.209699 -0.097012 -0.520726 -0.396895 0.281812 0.171586 0.297602
3 0.093323 0.396789 0.584819 -1.097143 -0.239869 -0.904417 0.146042
4 0.678556 -0.372050 -0.069841 0.469844 0.600263 0.636813 0.150609
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.032758 -0.235920 -0.162506 ... 0.0 0.0 0.0 0.0 -2.775558e-16
1 -0.263507 0.759500 0.443235 ... 0.0 0.0 0.0 0.0 -3.885781e-16
2 0.173540 -0.331460 0.403101 ... 0.0 0.0 0.0 0.0 -1.665335e-16
3 0.084075 0.474083 -0.442185 ... 0.0 0.0 0.0 0.0 -5.551115e-17
4 -0.129917 -0.331878 0.857221 ... 0.0 0.0 0.0 0.0 -1.110223e-16
PC54 PC55 PC56 PC57 PC58
0 0.000000e+00 -4.440892e-16 3.608225e-16 -2.220446e-16 -3.330669e-16
1 -4.163336e-16 -1.110223e-16 2.775558e-17 4.440892e-16 -4.440892e-16
2 -3.885781e-16 -1.110223e-16 5.273559e-16 -1.110223e-16 -5.551115e-17
3 0.000000e+00 -1.110223e-16 2.775558e-17 2.220446e-16 1.665335e-16
4 -5.551115e-17 -1.110223e-16 -2.220446e-16 5.551115e-16 0.000000e+00
[5 rows x 58 columns]
For Subset_24, retain 26 components to explain 90% of the variance.
Subset Subset_25 is empty, skipping PCA.
Explained Variance for Subset_26:
[1.39873177e-01 8.45067608e-02 7.53706924e-02 5.92680326e-02
5.65878169e-02 5.45542829e-02 4.80345492e-02 4.47539807e-02
4.19850631e-02 4.00690294e-02 3.74892230e-02 3.16460966e-02
2.90945703e-02 2.29819195e-02 1.97068964e-02 1.87213964e-02
1.75123319e-02 1.63160101e-02 1.53729752e-02 1.42995042e-02
1.19749550e-02 1.13537907e-02 1.10148927e-02 1.02061389e-02
9.41239520e-03 9.00387408e-03 8.51542727e-03 7.76452558e-03
7.30057806e-03 6.81970627e-03 6.53248099e-03 6.11271532e-03
5.20068906e-03 4.71767126e-03 4.12609734e-03 3.61400402e-03
2.86471442e-03 1.91798780e-03 1.80850757e-03 1.45304097e-03
1.41498105e-04 1.64506856e-17 1.23666405e-17 5.45877991e-18
2.58028493e-18 3.35712346e-19 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_26:
[0.13987318 0.22437994 0.29975063 0.35901866 0.41560648 0.47016076
0.51819531 0.56294929 0.60493436 0.64500339 0.68249261 0.71413871
0.74323328 0.7662152 0.78592209 0.80464349 0.82215582 0.83847183
0.85384481 0.86814431 0.88011926 0.89147306 0.90248795 0.91269409
0.92210648 0.93111036 0.93962578 0.94739031 0.95469089 0.96151059
0.96804307 0.97415579 0.97935648 0.98407415 0.98820025 0.99181425
0.99467897 0.99659695 0.99840546 0.9998585 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_26:
PC1 \
HighBP -1.651957e-01
HighChol -1.724872e-01
CholCheck 7.738745e-03
Smoker -2.760152e-01
Stroke -3.046643e-02
HeartDiseaseorAttack -4.829130e-02
PhysActivity 1.772496e-01
Fruits 1.778056e-01
Veggies 1.098487e-01
HvyAlcoholConsump 1.817182e-04
AnyHealthcare 4.124918e-02
NoDocbcCost -1.078996e-01
DiffWalk -1.718419e-01
BMI_Underweight -2.067952e-25
BMI_Healthy weight -2.918525e-19
BMI_Overweight -3.231174e-27
BMI_Class 1 Obesity 4.038968e-28
BMI_Class 2 Obesity 5.048710e-29
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.143192e-01
GenHlth_Very good 3.507486e-02
GenHlth_Good -1.552658e-01
GenHlth_Fair -1.232712e-01
GenHlth_Poor -7.085695e-02
MentHlth_0 2.555988e-01
MentHlth_1-5 -7.452767e-02
MentHlth_6-10 -4.154522e-02
MentHlth_11-15 -3.000369e-02
MentHlth_16-20 -1.658282e-02
MentHlth_21-25 -7.777540e-03
MentHlth_26-30 -8.516181e-02
PhysHlth_0 3.046775e-01
PhysHlth_1-5 -9.332633e-02
PhysHlth_6-10 -3.923182e-02
PhysHlth_11-15 -3.328872e-02
PhysHlth_16-20 -1.823538e-02
PhysHlth_21-25 -9.426433e-03
PhysHlth_26-30 -1.111688e-01
Education_Never attended school or only kinderg... -5.002334e-04
Education_Elementary -1.101990e-02
Education_Some high school -2.946922e-02
Education_High school graduate -1.878450e-01
Education_Some college or technical school -1.816479e-01
Education_College graduate 4.104822e-01
Income_Less than $10,000 -5.911070e-02
Income_$10,000-$14,999 -4.886177e-02
Income_$15,000-$19,999 -5.295289e-02
Income_$20,000-$24,999 -5.371129e-02
Income_$25,000-$34,999 -6.156759e-02
Income_$35,000-$49,999 -6.228165e-02
Income_$50,000-$74,999 -4.143724e-02
Income_$75,000 or more 3.799231e-01
Sex_Female -2.918525e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -2.918525e-19
Age_65+ 0.000000e+00
PC2 \
HighBP 3.347020e-02
HighChol 1.212150e-01
CholCheck 2.489667e-02
Smoker -1.035514e-01
Stroke 7.148540e-03
HeartDiseaseorAttack 1.044044e-02
PhysActivity 3.580543e-02
Fruits 3.780363e-02
Veggies 3.240551e-02
HvyAlcoholConsump 1.612621e-02
AnyHealthcare 2.824255e-02
NoDocbcCost 1.589006e-02
DiffWalk 4.294106e-02
BMI_Underweight 5.421011e-20
BMI_Healthy weight 1.109202e-19
BMI_Overweight -6.776264e-21
BMI_Class 1 Obesity -2.541099e-21
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 5.293956e-23
GenHlth_Excellent -2.329536e-01
GenHlth_Very good 2.006403e-01
GenHlth_Good -1.401798e-02
GenHlth_Fair 2.977232e-02
GenHlth_Poor 1.655896e-02
MentHlth_0 -4.242199e-01
MentHlth_1-5 3.173589e-01
MentHlth_6-10 3.866272e-02
MentHlth_11-15 1.738745e-02
MentHlth_16-20 1.127435e-02
MentHlth_21-25 3.849667e-03
MentHlth_26-30 3.568682e-02
PhysHlth_0 -3.936137e-01
PhysHlth_1-5 2.946145e-01
PhysHlth_6-10 3.169948e-02
PhysHlth_11-15 1.787332e-02
PhysHlth_16-20 7.939097e-03
PhysHlth_21-25 4.979956e-03
PhysHlth_26-30 3.650729e-02
Education_Never attended school or only kinderg... -3.905232e-04
Education_Elementary -3.879165e-04
Education_Some high school -6.359093e-03
Education_High school graduate -1.521308e-01
Education_Some college or technical school -2.682347e-01
Education_College graduate 4.275030e-01
Income_Less than $10,000 -5.424254e-03
Income_$10,000-$14,999 -8.469548e-04
Income_$15,000-$19,999 -1.173838e-02
Income_$20,000-$24,999 -1.362811e-02
Income_$25,000-$34,999 -3.552448e-02
Income_$35,000-$49,999 -6.955723e-02
Income_$50,000-$74,999 -8.628211e-02
Income_$75,000 or more 2.230015e-01
Sex_Female 1.044375e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.044375e-19
Age_65+ 0.000000e+00
PC3 \
HighBP -2.703624e-02
HighChol -3.020177e-02
CholCheck -2.328548e-03
Smoker 1.765109e-02
Stroke -1.662989e-02
HeartDiseaseorAttack -2.786606e-02
PhysActivity 4.599398e-02
Fruits 1.408037e-02
Veggies 1.841136e-02
HvyAlcoholConsump 1.300739e-03
AnyHealthcare 2.981369e-03
NoDocbcCost -4.919964e-02
DiffWalk -1.059414e-01
BMI_Underweight 4.336809e-19
BMI_Healthy weight -2.875042e-19
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.355253e-20
BMI_Class 2 Obesity -3.388132e-21
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -4.833854e-01
GenHlth_Very good 7.766520e-01
GenHlth_Good -1.591396e-01
GenHlth_Fair -8.591881e-02
GenHlth_Poor -4.820815e-02
MentHlth_0 1.074322e-01
MentHlth_1-5 -2.366714e-02
MentHlth_6-10 -1.391927e-02
MentHlth_11-15 -8.822295e-03
MentHlth_16-20 -9.846568e-03
MentHlth_21-25 -3.959115e-03
MentHlth_26-30 -4.721783e-02
PhysHlth_0 2.154623e-01
PhysHlth_1-5 -7.377038e-02
PhysHlth_6-10 -2.357343e-02
PhysHlth_11-15 -1.977757e-02
PhysHlth_16-20 -1.092649e-02
PhysHlth_21-25 -6.535863e-03
PhysHlth_26-30 -8.087854e-02
Education_Never attended school or only kinderg... 5.465535e-05
Education_Elementary -6.522228e-03
Education_Some high school -1.329554e-02
Education_High school graduate 1.327891e-02
Education_Some college or technical school 1.181357e-01
Education_College graduate -1.116515e-01
Income_Less than $10,000 -3.049452e-02
Income_$10,000-$14,999 -2.016890e-02
Income_$15,000-$19,999 -1.984835e-02
Income_$20,000-$24,999 -1.225524e-02
Income_$25,000-$34,999 3.257191e-03
Income_$35,000-$49,999 2.121331e-02
Income_$50,000-$74,999 7.220511e-02
Income_$75,000 or more -1.390860e-02
Sex_Female -3.125374e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -3.125374e-19
Age_65+ 0.000000e+00
PC4 \
HighBP -1.941415e-01
HighChol -1.985304e-01
CholCheck -1.271345e-02
Smoker -9.238778e-02
Stroke -1.672637e-02
HeartDiseaseorAttack -3.155130e-02
PhysActivity 1.258603e-01
Fruits 1.523590e-01
Veggies 8.144623e-02
HvyAlcoholConsump 4.848903e-03
AnyHealthcare 7.523424e-03
NoDocbcCost -1.111396e-02
DiffWalk -6.694084e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight -3.480885e-19
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity 8.673617e-19
BMI_Class 3 Obesity 2.168404e-19
GenHlth_Excellent 1.915232e-01
GenHlth_Very good -1.875134e-02
GenHlth_Good -1.106442e-01
GenHlth_Fair -3.921983e-02
GenHlth_Poor -2.290784e-02
MentHlth_0 -4.184060e-01
MentHlth_1-5 3.956873e-01
MentHlth_6-10 2.043238e-02
MentHlth_11-15 8.547581e-03
MentHlth_16-20 -9.950346e-04
MentHlth_21-25 7.259966e-04
MentHlth_26-30 -5.992210e-03
PhysHlth_0 6.097206e-02
PhysHlth_1-5 6.021730e-03
PhysHlth_6-10 -7.128497e-03
PhysHlth_11-15 -1.144207e-02
PhysHlth_16-20 -2.361579e-03
PhysHlth_21-25 -3.023008e-03
PhysHlth_26-30 -4.303863e-02
Education_Never attended school or only kinderg... -5.977340e-04
Education_Elementary -7.829655e-03
Education_Some high school -2.165508e-02
Education_High school graduate -1.926193e-01
Education_Some college or technical school 5.502041e-01
Education_College graduate -3.275023e-01
Income_Less than $10,000 -3.034795e-02
Income_$10,000-$14,999 -1.154891e-02
Income_$15,000-$19,999 -1.597822e-02
Income_$20,000-$24,999 -1.520508e-02
Income_$25,000-$34,999 -8.513396e-03
Income_$35,000-$49,999 -1.136557e-02
Income_$50,000-$74,999 -5.244269e-02
Income_$75,000 or more 1.454018e-01
Sex_Female -4.500137e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -4.500137e-19
Age_65+ -0.000000e+00
PC5 \
HighBP 5.545319e-02
HighChol 5.765852e-02
CholCheck 2.125542e-02
Smoker 1.186305e-01
Stroke 5.139373e-03
HeartDiseaseorAttack 1.067355e-02
PhysActivity -4.107262e-02
Fruits -5.864628e-02
Veggies -1.180430e-02
HvyAlcoholConsump 1.678683e-02
AnyHealthcare 2.809955e-02
NoDocbcCost -3.009813e-02
DiffWalk 4.291658e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 3.249868e-18
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -9.782551e-02
GenHlth_Very good -8.065559e-04
GenHlth_Good 6.146343e-02
GenHlth_Fair 2.378238e-02
GenHlth_Poor 1.338625e-02
MentHlth_0 3.271427e-01
MentHlth_1-5 -2.981385e-01
MentHlth_6-10 -1.233359e-02
MentHlth_11-15 -7.265634e-03
MentHlth_16-20 -3.110020e-03
MentHlth_21-25 -7.802860e-04
MentHlth_26-30 -5.514666e-03
PhysHlth_0 -3.032728e-01
PhysHlth_1-5 2.315428e-01
PhysHlth_6-10 2.201011e-02
PhysHlth_11-15 7.243788e-03
PhysHlth_16-20 3.563382e-03
PhysHlth_21-25 1.316888e-03
PhysHlth_26-30 3.759579e-02
Education_Never attended school or only kinderg... -7.803874e-05
Education_Elementary -6.633783e-04
Education_Some high school -1.530260e-03
Education_High school graduate -1.183964e-01
Education_Some college or technical school 3.026141e-01
Education_College graduate -1.819460e-01
Income_Less than $10,000 2.148842e-03
Income_$10,000-$14,999 -8.914616e-04
Income_$15,000-$19,999 -9.759549e-03
Income_$20,000-$24,999 -1.251989e-02
Income_$25,000-$34,999 -3.561819e-02
Income_$35,000-$49,999 -1.160814e-01
Income_$50,000-$74,999 -3.845075e-01
Income_$75,000 or more 5.572292e-01
Sex_Female 1.594465e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.594465e-19
Age_65+ -0.000000e+00
PC6 \
HighBP 6.363001e-02
HighChol 1.354890e-01
CholCheck -2.434076e-03
Smoker 4.033157e-01
Stroke 8.682911e-03
HeartDiseaseorAttack 1.366971e-02
PhysActivity -9.173903e-02
Fruits -2.988175e-01
Veggies -9.899588e-02
HvyAlcoholConsump 7.877797e-02
AnyHealthcare -7.051377e-03
NoDocbcCost -4.475351e-04
DiffWalk 2.732563e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -3.600225e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.028631e-02
GenHlth_Very good -1.347826e-02
GenHlth_Good -2.697410e-02
GenHlth_Fair 7.493007e-03
GenHlth_Poor 2.267305e-02
MentHlth_0 -2.650012e-01
MentHlth_1-5 1.678053e-01
MentHlth_6-10 2.318566e-02
MentHlth_11-15 1.249565e-02
MentHlth_16-20 9.168533e-03
MentHlth_21-25 3.345597e-03
MentHlth_26-30 4.900050e-02
PhysHlth_0 3.864780e-01
PhysHlth_1-5 -3.886151e-01
PhysHlth_6-10 -1.543039e-02
PhysHlth_11-15 -6.790648e-03
PhysHlth_16-20 3.406658e-03
PhysHlth_21-25 -1.091230e-03
PhysHlth_26-30 2.204267e-02
Education_Never attended school or only kinderg... 1.451036e-05
Education_Elementary -2.541569e-04
Education_Some high school 1.314566e-02
Education_High school graduate 1.545748e-01
Education_Some college or technical school -1.748943e-01
Education_College graduate 7.413434e-03
Income_Less than $10,000 1.774725e-02
Income_$10,000-$14,999 1.108487e-02
Income_$15,000-$19,999 9.119959e-03
Income_$20,000-$24,999 -2.966869e-04
Income_$25,000-$34,999 -1.827643e-02
Income_$35,000-$49,999 -6.409244e-02
Income_$50,000-$74,999 -3.205356e-01
Income_$75,000 or more 3.652491e-01
Sex_Female 2.118163e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 2.118163e-19
Age_65+ 0.000000e+00
PC7 \
HighBP 3.254703e-01
HighChol 7.330331e-01
CholCheck 5.158080e-02
Smoker -2.909478e-01
Stroke 1.642116e-02
HeartDiseaseorAttack 3.627525e-02
PhysActivity 3.274946e-02
Fruits 2.135812e-01
Veggies 4.633355e-02
HvyAlcoholConsump -3.290173e-02
AnyHealthcare 1.873837e-02
NoDocbcCost -1.029972e-02
DiffWalk 6.953217e-03
BMI_Underweight -6.938894e-18
BMI_Healthy weight 5.587390e-18
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 6.938894e-18
BMI_Class 2 Obesity -3.469447e-18
BMI_Class 3 Obesity 3.469447e-18
GenHlth_Excellent -6.835713e-02
GenHlth_Very good -7.246146e-02
GenHlth_Good 1.392449e-01
GenHlth_Fair 3.127179e-03
GenHlth_Poor -1.553530e-03
MentHlth_0 -4.710284e-03
MentHlth_1-5 6.801701e-03
MentHlth_6-10 -4.294684e-03
MentHlth_11-15 -2.969895e-03
MentHlth_16-20 3.673882e-03
MentHlth_21-25 -1.509620e-03
MentHlth_26-30 3.008901e-03
PhysHlth_0 1.988576e-01
PhysHlth_1-5 -1.994251e-01
PhysHlth_6-10 -3.240235e-03
PhysHlth_11-15 7.442848e-03
PhysHlth_16-20 -9.638083e-04
PhysHlth_21-25 9.880872e-04
PhysHlth_26-30 -3.659411e-03
Education_Never attended school or only kinderg... 2.997860e-04
Education_Elementary 7.179448e-03
Education_Some high school 5.078391e-03
Education_High school graduate -2.490328e-01
Education_Some college or technical school 2.115729e-01
Education_College graduate 2.490221e-02
Income_Less than $10,000 -1.602880e-03
Income_$10,000-$14,999 -7.942679e-04
Income_$15,000-$19,999 -1.650465e-03
Income_$20,000-$24,999 -1.189160e-02
Income_$25,000-$34,999 -1.193047e-02
Income_$35,000-$49,999 -3.593291e-03
Income_$50,000-$74,999 2.785258e-02
Income_$75,000 or more 3.610399e-03
Sex_Female 6.383893e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 6.383893e-19
Age_65+ -0.000000e+00
PC8 \
HighBP 1.259969e-02
HighChol 8.223740e-02
CholCheck 2.134653e-03
Smoker 7.478024e-01
Stroke 4.380211e-03
HeartDiseaseorAttack 1.614352e-02
PhysActivity 1.099328e-01
Fruits 4.804289e-01
Veggies 2.059861e-01
HvyAlcoholConsump 8.575780e-02
AnyHealthcare -2.650638e-03
NoDocbcCost 2.292024e-02
DiffWalk 2.647351e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight -6.501096e-17
BMI_Overweight -1.734723e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 8.232850e-02
GenHlth_Very good 1.445881e-02
GenHlth_Good -1.335536e-01
GenHlth_Fair 1.841012e-02
GenHlth_Poor 1.835614e-02
MentHlth_0 3.376018e-02
MentHlth_1-5 -5.637339e-02
MentHlth_6-10 -4.162557e-03
MentHlth_11-15 6.190561e-03
MentHlth_16-20 4.423533e-03
MentHlth_21-25 9.401974e-04
MentHlth_26-30 1.522148e-02
PhysHlth_0 -3.853015e-02
PhysHlth_1-5 7.878117e-03
PhysHlth_6-10 3.407574e-04
PhysHlth_11-15 1.804741e-03
PhysHlth_16-20 2.261011e-03
PhysHlth_21-25 1.073181e-03
PhysHlth_26-30 2.517234e-02
Education_Never attended school or only kinderg... 4.286311e-04
Education_Elementary -4.487444e-03
Education_Some high school -3.332466e-03
Education_High school graduate -2.213633e-01
Education_Some college or technical school 5.592768e-02
Education_College graduate 1.728269e-01
Income_Less than $10,000 -7.813046e-03
Income_$10,000-$14,999 5.654097e-03
Income_$15,000-$19,999 -6.041085e-03
Income_$20,000-$24,999 -4.527452e-03
Income_$25,000-$34,999 -8.468531e-03
Income_$35,000-$49,999 -1.184259e-02
Income_$50,000-$74,999 1.270129e-01
Income_$75,000 or more -9.397435e-02
Sex_Female 3.049268e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.049268e-19
Age_65+ 0.000000e+00
PC9 \
HighBP 3.633452e-02
HighChol -1.614407e-01
CholCheck 2.819847e-03
Smoker -4.868068e-02
Stroke -6.957298e-03
HeartDiseaseorAttack -1.665841e-02
PhysActivity 8.241658e-02
Fruits 5.790818e-01
Veggies 1.373485e-01
HvyAlcoholConsump -1.182800e-02
AnyHealthcare -1.172421e-02
NoDocbcCost -5.735217e-03
DiffWalk -5.642960e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -8.247380e-17
BMI_Overweight 8.326673e-17
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -1.665335e-16
GenHlth_Excellent -2.468128e-01
GenHlth_Very good -1.048536e-01
GenHlth_Good 4.755485e-01
GenHlth_Fair -7.779056e-02
GenHlth_Poor -4.609152e-02
MentHlth_0 -2.545201e-02
MentHlth_1-5 8.281536e-02
MentHlth_6-10 -4.572316e-03
MentHlth_11-15 -4.938401e-03
MentHlth_16-20 -3.849988e-03
MentHlth_21-25 -4.311813e-03
MentHlth_26-30 -3.969084e-02
PhysHlth_0 7.398134e-02
PhysHlth_1-5 -1.630967e-02
PhysHlth_6-10 1.400084e-02
PhysHlth_11-15 -6.106066e-05
PhysHlth_16-20 -9.442789e-03
PhysHlth_21-25 -1.681237e-03
PhysHlth_26-30 -6.048742e-02
Education_Never attended school or only kinderg... 9.150303e-06
Education_Elementary -2.229733e-03
Education_Some high school -4.105469e-03
Education_High school graduate 3.838771e-01
Education_Some college or technical school -2.023394e-01
Education_College graduate -1.752116e-01
Income_Less than $10,000 -9.340230e-03
Income_$10,000-$14,999 -1.216697e-02
Income_$15,000-$19,999 9.997849e-03
Income_$20,000-$24,999 1.614350e-02
Income_$25,000-$34,999 3.526194e-02
Income_$35,000-$49,999 4.661759e-02
Income_$50,000-$74,999 -2.069147e-01
Income_$75,000 or more 1.204010e-01
Sex_Female -3.354035e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -3.354035e-19
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -5.732388e-02 ... 0.0
HighChol -1.815112e-01 ... 0.0
CholCheck -1.328751e-02 ... 0.0
Smoker 1.779693e-01 ... 0.0
Stroke -1.822986e-02 ... 0.0
HeartDiseaseorAttack -3.607225e-02 ... 0.0
PhysActivity 3.371977e-02 ... 0.0
Fruits -3.091112e-01 ... 0.0
Veggies -3.865332e-02 ... 0.0
HvyAlcoholConsump 5.646522e-02 ... 0.0
AnyHealthcare 6.334003e-03 ... 0.0
NoDocbcCost -3.097043e-02 ... 0.0
DiffWalk -1.379047e-01 ... 0.0
BMI_Underweight -5.551115e-17 ... 0.0
BMI_Healthy weight 3.196853e-17 ... 0.0
BMI_Overweight 1.110223e-16 ... 0.0
BMI_Class 1 Obesity -1.110223e-16 ... 0.0
BMI_Class 2 Obesity 4.163336e-17 ... 0.0
BMI_Class 3 Obesity -8.326673e-17 ... 0.0
GenHlth_Excellent -2.373397e-01 ... 0.0
GenHlth_Very good -1.335520e-01 ... 0.0
GenHlth_Good 6.290492e-01 ... 0.0
GenHlth_Fair -1.661084e-01 ... 0.0
GenHlth_Poor -9.204909e-02 ... 0.0
MentHlth_0 2.672498e-02 ... 0.0
MentHlth_1-5 6.564411e-02 ... 0.0
MentHlth_6-10 -1.190621e-02 ... 0.0
MentHlth_11-15 -6.043785e-03 ... 0.0
MentHlth_16-20 5.551285e-04 ... 0.0
MentHlth_21-25 -3.102187e-03 ... 0.0
MentHlth_26-30 -7.187203e-02 ... 0.0
PhysHlth_0 1.343475e-01 ... 0.0
PhysHlth_1-5 3.119599e-02 ... 0.0
PhysHlth_6-10 -1.331828e-02 ... 0.0
PhysHlth_11-15 -1.294821e-03 ... 0.0
PhysHlth_16-20 -1.217674e-02 ... 0.0
PhysHlth_21-25 -9.511339e-03 ... 0.0
PhysHlth_26-30 -1.292423e-01 ... 0.0
Education_Never attended school or only kinderg... -5.901453e-04 ... 0.0
Education_Elementary -8.435876e-03 ... 0.0
Education_Some high school 2.492734e-03 ... 0.0
Education_High school graduate -3.834507e-01 ... 0.0
Education_Some college or technical school 1.645203e-01 ... 0.0
Education_College graduate 2.254637e-01 ... 0.0
Income_Less than $10,000 -3.901776e-02 ... 0.0
Income_$10,000-$14,999 -3.201304e-02 ... 0.0
Income_$15,000-$19,999 -2.654085e-02 ... 0.0
Income_$20,000-$24,999 -7.658953e-03 ... 0.0
Income_$25,000-$34,999 -3.795632e-03 ... 0.0
Income_$35,000-$49,999 -1.445106e-02 ... 0.0
Income_$50,000-$74,999 1.624196e-01 ... 0.0
Income_$75,000 or more -3.894232e-02 ... 0.0
Sex_Female -7.610152e-19 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -0.000000e+00 ... 1.0
Age_50-64 -7.610152e-19 ... 0.0
Age_65+ -0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 3.218076e-24
CholCheck 0.0 -1.174929e-23
Smoker 0.0 9.695076e-25
Stroke 0.0 -1.950945e-24
HeartDiseaseorAttack 0.0 -1.022295e-24
PhysActivity 0.0 2.551713e-24
Fruits 0.0 1.413032e-24
Veggies 0.0 -4.066679e-24
HvyAlcoholConsump 0.0 -4.718153e-24
AnyHealthcare 0.0 -1.947068e-23
NoDocbcCost 0.0 -5.956753e-24
DiffWalk 0.0 3.184394e-23
BMI_Underweight 0.0 -9.735001e-10
BMI_Healthy weight 0.0 -1.489681e-09
BMI_Overweight 0.0 1.228352e-09
BMI_Class 1 Obesity 0.0 -2.296093e-09
BMI_Class 2 Obesity 0.0 5.520136e-09
BMI_Class 3 Obesity 0.0 -5.532912e-09
GenHlth_Excellent 0.0 2.854752e-09
GenHlth_Very good 0.0 2.854752e-09
GenHlth_Good 0.0 2.854752e-09
GenHlth_Fair 0.0 2.854752e-09
GenHlth_Poor 0.0 2.854752e-09
MentHlth_0 0.0 -1.718831e-09
MentHlth_1-5 0.0 -1.718831e-09
MentHlth_6-10 0.0 -1.718831e-09
MentHlth_11-15 0.0 -1.718831e-09
MentHlth_16-20 0.0 -1.718831e-09
MentHlth_21-25 0.0 -1.718831e-09
MentHlth_26-30 0.0 -1.718831e-09
PhysHlth_0 0.0 -1.411651e-09
PhysHlth_1-5 0.0 -1.411651e-09
PhysHlth_6-10 0.0 -1.411651e-09
PhysHlth_11-15 0.0 -1.411651e-09
PhysHlth_16-20 0.0 -1.411651e-09
PhysHlth_21-25 0.0 -1.411651e-09
PhysHlth_26-30 0.0 -1.411651e-09
Education_Never attended school or only kinderg... 0.0 -4.549366e-10
Education_Elementary 0.0 -4.549366e-10
Education_Some high school 0.0 -4.549366e-10
Education_High school graduate 0.0 -4.549366e-10
Education_Some college or technical school 0.0 -4.549366e-10
Education_College graduate 0.0 -4.549366e-10
Income_Less than $10,000 0.0 4.596153e-09
Income_$10,000-$14,999 0.0 4.596153e-09
Income_$15,000-$19,999 0.0 4.596153e-09
Income_$20,000-$24,999 0.0 4.596153e-09
Income_$25,000-$34,999 0.0 4.596153e-09
Income_$35,000-$49,999 0.0 4.596153e-09
Income_$50,000-$74,999 0.0 4.596153e-09
Income_$75,000 or more 0.0 4.596153e-09
Sex_Female 0.0 7.071068e-01
Sex_Male 0.0 -0.000000e+00
Age_18-29 1.0 -0.000000e+00
Age_30-49 0.0 -0.000000e+00
Age_50-64 0.0 -7.071068e-01
Age_65+ 0.0 -0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol 1.423382e-16
CholCheck -2.811701e-16
Smoker 4.125155e-17
Stroke 3.627565e-17
HeartDiseaseorAttack -1.290115e-16
PhysActivity 1.364869e-16
Fruits 1.002379e-16
Veggies -2.527664e-16
HvyAlcoholConsump -5.388194e-17
AnyHealthcare -3.276827e-16
NoDocbcCost -2.487911e-16
DiffWalk -7.345859e-17
BMI_Underweight 2.372340e-01
BMI_Healthy weight -3.050769e-01
BMI_Overweight -3.155747e-02
BMI_Class 1 Obesity -2.305357e-01
BMI_Class 2 Obesity 2.299049e-01
BMI_Class 3 Obesity -3.053708e-01
GenHlth_Excellent 1.645848e-01
GenHlth_Very good 1.645848e-01
GenHlth_Good 1.645848e-01
GenHlth_Fair 1.645848e-01
GenHlth_Poor 1.645848e-01
MentHlth_0 -3.083718e-02
MentHlth_1-5 -3.083718e-02
MentHlth_6-10 -3.083718e-02
MentHlth_11-15 -3.083718e-02
MentHlth_16-20 -3.083718e-02
MentHlth_21-25 -3.083718e-02
MentHlth_26-30 -3.083718e-02
PhysHlth_0 -1.299423e-02
PhysHlth_1-5 -1.299423e-02
PhysHlth_6-10 -1.299423e-02
PhysHlth_11-15 -1.299423e-02
PhysHlth_16-20 -1.299423e-02
PhysHlth_21-25 -1.299423e-02
PhysHlth_26-30 -1.299423e-02
Education_Never attended school or only kinderg... 3.988316e-02
Education_Elementary 3.988316e-02
Education_Some high school 3.988316e-02
Education_High school graduate 3.988316e-02
Education_Some college or technical school 3.988316e-02
Education_College graduate 3.988316e-02
Income_Less than $10,000 1.211127e-01
Income_$10,000-$14,999 1.211127e-01
Income_$15,000-$19,999 1.211127e-01
Income_$20,000-$24,999 1.211127e-01
Income_$25,000-$34,999 1.211127e-01
Income_$35,000-$49,999 1.211127e-01
Income_$50,000-$74,999 1.211127e-01
Income_$75,000 or more 1.211127e-01
Sex_Female 4.360209e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 4.360209e-01
Age_65+ 0.000000e+00
PC53 \
HighBP 0.000000e+00
HighChol -2.944929e-17
CholCheck 4.812710e-17
Smoker -4.179341e-17
Stroke -4.389107e-17
HeartDiseaseorAttack 1.477971e-16
PhysActivity 2.032338e-17
Fruits -7.009359e-17
Veggies 7.097646e-17
HvyAlcoholConsump -6.330067e-17
AnyHealthcare -1.746017e-16
NoDocbcCost -8.426709e-17
DiffWalk 8.677006e-18
BMI_Underweight 3.100261e-01
BMI_Healthy weight 1.195504e-01
BMI_Overweight -2.603884e-02
BMI_Class 1 Obesity 1.549241e-02
BMI_Class 2 Obesity 3.895175e-01
BMI_Class 3 Obesity 5.687216e-01
GenHlth_Excellent 2.194099e-02
GenHlth_Very good 2.194099e-02
GenHlth_Good 2.194099e-02
GenHlth_Fair 2.194099e-02
GenHlth_Poor 2.194099e-02
MentHlth_0 -6.768891e-02
MentHlth_1-5 -6.768891e-02
MentHlth_6-10 -6.768891e-02
MentHlth_11-15 -6.768891e-02
MentHlth_16-20 -6.768891e-02
MentHlth_21-25 -6.768891e-02
MentHlth_26-30 -6.768891e-02
PhysHlth_0 1.293733e-01
PhysHlth_1-5 1.293733e-01
PhysHlth_6-10 1.293733e-01
PhysHlth_11-15 1.293733e-01
PhysHlth_16-20 1.293733e-01
PhysHlth_21-25 1.293733e-01
PhysHlth_26-30 1.293733e-01
Education_Never attended school or only kinderg... -8.404181e-02
Education_Elementary -8.404181e-02
Education_Some high school -8.404181e-02
Education_High school graduate -8.404181e-02
Education_Some college or technical school -8.404181e-02
Education_College graduate -8.404181e-02
Income_Less than $10,000 -1.312656e-01
Income_$10,000-$14,999 -1.312656e-01
Income_$15,000-$19,999 -1.312656e-01
Income_$20,000-$24,999 -1.312656e-01
Income_$25,000-$34,999 -1.312656e-01
Income_$35,000-$49,999 -1.312656e-01
Income_$50,000-$74,999 -1.312656e-01
Income_$75,000 or more -1.312656e-01
Sex_Female 2.020400e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 2.020400e-01
Age_65+ 0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol -7.853143e-17
CholCheck 5.167376e-16
Smoker -9.578113e-17
Stroke -4.956750e-16
HeartDiseaseorAttack -4.050185e-16
PhysActivity 1.325829e-16
Fruits -2.244736e-16
Veggies 7.205949e-18
HvyAlcoholConsump 6.343943e-17
AnyHealthcare -4.863019e-16
NoDocbcCost -1.742232e-16
DiffWalk 9.494152e-17
BMI_Underweight 1.367058e-01
BMI_Healthy weight -6.225048e-02
BMI_Overweight 6.685449e-02
BMI_Class 1 Obesity -3.930234e-02
BMI_Class 2 Obesity 3.716247e-01
BMI_Class 3 Obesity 1.216933e-01
GenHlth_Excellent 9.788181e-03
GenHlth_Very good 9.788181e-03
GenHlth_Good 9.788181e-03
GenHlth_Fair 9.788181e-03
GenHlth_Poor 9.788181e-03
MentHlth_0 7.628033e-02
MentHlth_1-5 7.628033e-02
MentHlth_6-10 7.628033e-02
MentHlth_11-15 7.628033e-02
MentHlth_16-20 7.628033e-02
MentHlth_21-25 7.628033e-02
MentHlth_26-30 7.628033e-02
PhysHlth_0 -3.146754e-01
PhysHlth_1-5 -3.146754e-01
PhysHlth_6-10 -3.146754e-01
PhysHlth_11-15 -3.146754e-01
PhysHlth_16-20 -3.146754e-01
PhysHlth_21-25 -3.146754e-01
PhysHlth_26-30 -3.146754e-01
Education_Never attended school or only kinderg... 2.402405e-02
Education_Elementary 2.402405e-02
Education_Some high school 2.402405e-02
Education_High school graduate 2.402405e-02
Education_Some college or technical school 2.402405e-02
Education_College graduate 2.402405e-02
Income_Less than $10,000 -9.809397e-02
Income_$10,000-$14,999 -9.809397e-02
Income_$15,000-$19,999 -9.809397e-02
Income_$20,000-$24,999 -9.809397e-02
Income_$25,000-$34,999 -9.809397e-02
Income_$35,000-$49,999 -9.809397e-02
Income_$50,000-$74,999 -9.809397e-02
Income_$75,000 or more -9.809397e-02
Sex_Female -4.307979e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -4.307979e-02
Age_65+ 0.000000e+00
PC55 \
HighBP 4.291547e-17
HighChol -2.781442e-17
CholCheck -3.660383e-16
Smoker -1.124718e-17
Stroke -1.538996e-16
HeartDiseaseorAttack -2.442014e-16
PhysActivity 1.413613e-18
Fruits -4.408395e-17
Veggies 3.379229e-16
HvyAlcoholConsump -2.367381e-16
AnyHealthcare 3.699959e-16
NoDocbcCost 2.736457e-16
DiffWalk 4.728168e-17
BMI_Underweight 1.267199e-01
BMI_Healthy weight 2.381848e-01
BMI_Overweight -1.059219e-01
BMI_Class 1 Obesity -2.543681e-02
BMI_Class 2 Obesity 8.309565e-02
BMI_Class 3 Obesity -5.573087e-02
GenHlth_Excellent -8.949253e-02
GenHlth_Very good -8.949253e-02
GenHlth_Good -8.949253e-02
GenHlth_Fair -8.949253e-02
GenHlth_Poor -8.949253e-02
MentHlth_0 2.660672e-01
MentHlth_1-5 2.660672e-01
MentHlth_6-10 2.660672e-01
MentHlth_11-15 2.660672e-01
MentHlth_16-20 2.660672e-01
MentHlth_21-25 2.660672e-01
MentHlth_26-30 2.660672e-01
PhysHlth_0 1.966348e-02
PhysHlth_1-5 1.966348e-02
PhysHlth_6-10 1.966348e-02
PhysHlth_11-15 1.966348e-02
PhysHlth_16-20 1.966348e-02
PhysHlth_21-25 1.966348e-02
PhysHlth_26-30 1.966348e-02
Education_Never attended school or only kinderg... -2.131891e-01
Education_Elementary -2.131891e-01
Education_Some high school -2.131891e-01
Education_High school graduate -2.131891e-01
Education_Some college or technical school -2.131891e-01
Education_College graduate -2.131891e-01
Income_Less than $10,000 9.616669e-02
Income_$10,000-$14,999 9.616669e-02
Income_$15,000-$19,999 9.616669e-02
Income_$20,000-$24,999 9.616669e-02
Income_$25,000-$34,999 9.616669e-02
Income_$35,000-$49,999 9.616669e-02
Income_$50,000-$74,999 9.616669e-02
Income_$75,000 or more 9.616669e-02
Sex_Female 1.008901e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.008901e-01
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 8.221259e-17
CholCheck -2.499796e-17
Smoker -3.893825e-17
Stroke -5.088243e-16
HeartDiseaseorAttack -2.216011e-16
PhysActivity 4.921486e-17
Fruits -7.829469e-17
Veggies 8.926339e-17
HvyAlcoholConsump -4.152546e-17
AnyHealthcare 5.432033e-16
NoDocbcCost 3.437822e-16
DiffWalk -1.453232e-16
BMI_Underweight 8.881815e-02
BMI_Healthy weight 8.152699e-01
BMI_Overweight 4.089226e-02
BMI_Class 1 Obesity 7.567551e-02
BMI_Class 2 Obesity 9.458822e-02
BMI_Class 3 Obesity -3.659129e-01
GenHlth_Excellent 1.668267e-01
GenHlth_Very good 1.668267e-01
GenHlth_Good 1.668267e-01
GenHlth_Fair 1.668267e-01
GenHlth_Poor 1.668267e-01
MentHlth_0 -6.286970e-02
MentHlth_1-5 -6.286970e-02
MentHlth_6-10 -6.286970e-02
MentHlth_11-15 -6.286970e-02
MentHlth_16-20 -6.286970e-02
MentHlth_21-25 -6.286970e-02
MentHlth_26-30 -6.286970e-02
PhysHlth_0 -2.260569e-02
PhysHlth_1-5 -2.260569e-02
PhysHlth_6-10 -2.260569e-02
PhysHlth_11-15 -2.260569e-02
PhysHlth_16-20 -2.260569e-02
PhysHlth_21-25 -2.260569e-02
PhysHlth_26-30 -2.260569e-02
Education_Never attended school or only kinderg... 6.317217e-03
Education_Elementary 6.317217e-03
Education_Some high school 6.317217e-03
Education_High school graduate 6.317217e-03
Education_Some college or technical school 6.317217e-03
Education_College graduate 6.317217e-03
Income_Less than $10,000 -2.732154e-02
Income_$10,000-$14,999 -2.732154e-02
Income_$15,000-$19,999 -2.732154e-02
Income_$20,000-$24,999 -2.732154e-02
Income_$25,000-$34,999 -2.732154e-02
Income_$35,000-$49,999 -2.732154e-02
Income_$50,000-$74,999 -2.732154e-02
Income_$75,000 or more -2.732154e-02
Sex_Female -1.726117e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.726117e-02
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 4.908214e-18 1.877392e-16
CholCheck -2.274164e-16 -4.715546e-16
Smoker 1.283987e-16 -1.373115e-16
Stroke 2.054734e-16 6.339187e-16
HeartDiseaseorAttack -1.996504e-16 -5.098880e-17
PhysActivity -1.285801e-16 -2.608660e-17
Fruits 1.658688e-16 7.282649e-17
Veggies 4.534553e-17 -1.085802e-16
HvyAlcoholConsump 9.917148e-17 -7.877332e-17
AnyHealthcare -1.903420e-16 -2.319059e-17
NoDocbcCost -6.128456e-17 -1.210417e-16
DiffWalk 7.757718e-17 3.662429e-16
BMI_Underweight 2.479011e-02 -1.873128e-01
BMI_Healthy weight 2.089421e-01 4.811064e-02
BMI_Overweight 3.519646e-01 6.909184e-02
BMI_Class 1 Obesity -1.426479e-01 -9.448869e-02
BMI_Class 2 Obesity 3.012093e-01 -3.477874e-01
BMI_Class 3 Obesity 1.241540e-01 4.911213e-01
GenHlth_Excellent -1.110684e-01 3.033272e-01
GenHlth_Very good -1.110684e-01 3.033272e-01
GenHlth_Good -1.110684e-01 3.033272e-01
GenHlth_Fair -1.110684e-01 3.033272e-01
GenHlth_Poor -1.110684e-01 3.033272e-01
MentHlth_0 1.101842e-01 1.246142e-01
MentHlth_1-5 1.101842e-01 1.246142e-01
MentHlth_6-10 1.101842e-01 1.246142e-01
MentHlth_11-15 1.101842e-01 1.246142e-01
MentHlth_16-20 1.101842e-01 1.246142e-01
MentHlth_21-25 1.101842e-01 1.246142e-01
MentHlth_26-30 1.101842e-01 1.246142e-01
PhysHlth_0 8.378058e-02 -1.321517e-02
PhysHlth_1-5 8.378058e-02 -1.321517e-02
PhysHlth_6-10 8.378058e-02 -1.321517e-02
PhysHlth_11-15 8.378058e-02 -1.321517e-02
PhysHlth_16-20 8.378058e-02 -1.321517e-02
PhysHlth_21-25 8.378058e-02 -1.321517e-02
PhysHlth_26-30 8.378058e-02 -1.321517e-02
Education_Never attended school or only kinderg... 2.792190e-01 3.700390e-02
Education_Elementary 2.792190e-01 3.700390e-02
Education_Some high school 2.792190e-01 3.700390e-02
Education_High school graduate 2.792190e-01 3.700390e-02
Education_Some college or technical school 2.792190e-01 3.700390e-02
Education_College graduate 2.792190e-01 3.700390e-02
Income_Less than $10,000 7.207912e-02 3.259022e-02
Income_$10,000-$14,999 7.207912e-02 3.259022e-02
Income_$15,000-$19,999 7.207912e-02 3.259022e-02
Income_$20,000-$24,999 7.207912e-02 3.259022e-02
Income_$25,000-$34,999 7.207912e-02 3.259022e-02
Income_$35,000-$49,999 7.207912e-02 3.259022e-02
Income_$50,000-$74,999 7.207912e-02 3.259022e-02
Income_$75,000 or more 7.207912e-02 3.259022e-02
Sex_Female -1.043634e-02 5.841610e-03
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 -1.043634e-02 5.841610e-03
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_26:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.145544 0.591279 0.612406 -0.208081 0.069500 1.024415 -0.233122
1 -0.425792 0.271023 -0.364651 -0.327626 -0.524494 0.480538 0.580247
2 -0.476443 -0.682248 -0.105498 -0.422280 0.014473 0.093358 0.163880
3 -0.465702 -0.708421 0.892930 -0.452104 -0.187328 0.456074 -0.851269
4 -1.135405 -0.334997 -0.617715 0.800611 -0.369702 0.723514 0.870631
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.124391 -0.377064 0.351407 ... 0.0 0.0 0.0 5.551115e-16
1 0.631310 0.450586 0.618008 ... 0.0 0.0 0.0 6.661338e-16
2 0.401401 0.821982 0.624155 ... 0.0 0.0 0.0 -1.110223e-16
3 -0.164073 0.039411 -0.135209 ... 0.0 0.0 0.0 1.110223e-16
4 0.396172 -0.400902 -0.303137 ... 0.0 0.0 0.0 1.110223e-16
PC53 PC54 PC55 PC56 PC57 \
0 -3.330669e-16 5.551115e-16 0.000000e+00 1.110223e-15 1.443290e-15
1 1.110223e-16 -1.665335e-16 -4.440892e-16 -4.440892e-16 7.771561e-16
2 -3.330669e-16 -5.551115e-17 0.000000e+00 -2.220446e-16 -6.661338e-16
3 5.551115e-17 3.330669e-16 0.000000e+00 3.330669e-16 -2.220446e-16
4 -3.330669e-16 -1.387779e-15 -4.440892e-16 -7.771561e-16 3.330669e-16
PC58
0 1.665335e-15
1 -1.110223e-16
2 -2.220446e-16
3 -4.440892e-16
4 7.771561e-16
[5 rows x 58 columns]
For Subset_26, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_27:
[1.51046452e-01 7.54738225e-02 6.43457888e-02 5.45318376e-02
5.35462186e-02 4.68374442e-02 4.59588018e-02 4.38655237e-02
4.20432860e-02 3.85515037e-02 3.50438297e-02 3.22327142e-02
2.79007704e-02 2.74268675e-02 2.66219729e-02 2.01890741e-02
1.98403589e-02 1.68094667e-02 1.44739452e-02 1.32335188e-02
1.29221113e-02 1.26910676e-02 1.21006632e-02 1.20296162e-02
1.09663472e-02 1.04389292e-02 1.00082743e-02 9.30934562e-03
9.17709479e-03 7.69209040e-03 7.48004562e-03 6.39957109e-03
6.08020261e-03 5.82375376e-03 5.49206738e-03 2.98478558e-03
2.70907051e-03 2.61003775e-03 1.61533368e-03 1.29446933e-03
2.01925762e-04 1.28544292e-17 1.13097376e-17 8.28404245e-18
3.16766993e-18 1.27411098e-18 1.02201323e-18 3.71346802e-28
3.17453428e-34 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_27:
[0.15104645 0.22652027 0.29086606 0.3453979 0.39894412 0.44578156
0.49174037 0.53560589 0.57764918 0.61620068 0.65124451 0.68347722
0.71137799 0.73880486 0.76542683 0.78561591 0.80545627 0.82226573
0.83673968 0.8499732 0.86289531 0.87558638 0.88768704 0.89971666
0.910683 0.92112193 0.93113021 0.94043955 0.94961665 0.95730874
0.96478878 0.97118835 0.97726856 0.98309231 0.98858438 0.99156916
0.99427823 0.99688827 0.9985036 0.99979807 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_27:
PC1 \
HighBP -1.884878e-01
HighChol -1.014653e-01
CholCheck 4.920713e-03
Smoker -3.292156e-01
Stroke -4.079852e-02
HeartDiseaseorAttack -8.250873e-02
PhysActivity 1.976677e-01
Fruits 2.096084e-01
Veggies 1.575509e-01
HvyAlcoholConsump -3.548803e-02
AnyHealthcare 5.025700e-02
NoDocbcCost -9.060183e-02
DiffWalk -1.833045e-01
BMI_Underweight 2.584939e-26
BMI_Healthy weight -2.764547e-17
BMI_Overweight -4.038968e-28
BMI_Class 1 Obesity -2.524355e-29
BMI_Class 2 Obesity 7.888609e-31
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 2.391657e-01
GenHlth_Very good 1.333270e-01
GenHlth_Good -1.429675e-01
GenHlth_Fair -1.389274e-01
GenHlth_Poor -9.059780e-02
MentHlth_0 1.769008e-01
MentHlth_1-5 -3.159990e-02
MentHlth_6-10 -2.714373e-02
MentHlth_11-15 -2.592087e-02
MentHlth_16-20 -1.586838e-02
MentHlth_21-25 -8.449361e-03
MentHlth_26-30 -6.791860e-02
PhysHlth_0 2.712364e-01
PhysHlth_1-5 -6.166318e-02
PhysHlth_6-10 -3.620790e-02
PhysHlth_11-15 -2.528855e-02
PhysHlth_16-20 -1.357702e-02
PhysHlth_21-25 -8.846436e-03
PhysHlth_26-30 -1.256533e-01
Education_Never attended school or only kinderg... -6.612662e-04
Education_Elementary -1.324513e-02
Education_Some high school -3.807789e-02
Education_High school graduate -2.342668e-01
Education_Some college or technical school -1.378143e-01
Education_College graduate 4.240654e-01
Income_Less than $10,000 -5.114680e-02
Income_$10,000-$14,999 -5.717594e-02
Income_$15,000-$19,999 -6.321120e-02
Income_$20,000-$24,999 -6.024962e-02
Income_$25,000-$34,999 -5.759819e-02
Income_$35,000-$49,999 -6.160151e-02
Income_$50,000-$74,999 -3.591881e-02
Income_$75,000 or more 3.869021e-01
Sex_Female -0.000000e+00
Sex_Male -2.764547e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.764547e-17
Age_65+ -0.000000e+00
PC2 \
HighBP -1.633902e-01
HighChol -2.449499e-01
CholCheck -4.795883e-02
Smoker 1.348690e-01
Stroke -3.116739e-02
HeartDiseaseorAttack -6.111817e-02
PhysActivity -3.774713e-02
Fruits -9.008460e-02
Veggies -4.882086e-02
HvyAlcoholConsump 2.519358e-02
AnyHealthcare -4.161190e-02
NoDocbcCost -3.948696e-02
DiffWalk -1.513179e-01
BMI_Underweight -1.355253e-20
BMI_Healthy weight 3.253323e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -2.117582e-22
BMI_Class 2 Obesity 2.646978e-23
BMI_Class 3 Obesity -1.323489e-23
GenHlth_Excellent -2.614121e-02
GenHlth_Very good 1.867854e-01
GenHlth_Good 4.051295e-02
GenHlth_Fair -1.155294e-01
GenHlth_Poor -8.562775e-02
MentHlth_0 3.942466e-01
MentHlth_1-5 -2.301099e-01
MentHlth_6-10 -3.999965e-02
MentHlth_11-15 -3.419168e-02
MentHlth_16-20 -1.597737e-02
MentHlth_21-25 -5.116343e-03
MentHlth_26-30 -6.885170e-02
PhysHlth_0 4.906999e-01
PhysHlth_1-5 -2.507270e-01
PhysHlth_6-10 -4.936905e-02
PhysHlth_11-15 -2.718433e-02
PhysHlth_16-20 -1.583463e-02
PhysHlth_21-25 -8.403842e-03
PhysHlth_26-30 -1.391810e-01
Education_Never attended school or only kinderg... 2.034959e-04
Education_Elementary -7.405936e-03
Education_Some high school -8.285486e-03
Education_High school graduate 2.103861e-01
Education_Some college or technical school 1.415886e-01
Education_College graduate -3.364868e-01
Income_Less than $10,000 -2.260203e-02
Income_$10,000-$14,999 -1.072074e-02
Income_$15,000-$19,999 -1.394376e-02
Income_$20,000-$24,999 -1.430024e-03
Income_$25,000-$34,999 2.996092e-02
Income_$35,000-$49,999 9.617901e-02
Income_$50,000-$74,999 1.303210e-01
Income_$75,000 or more -2.077644e-01
Sex_Female -0.000000e+00
Sex_Male 3.253502e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 3.253502e-17
Age_65+ -0.000000e+00
PC3 \
HighBP 1.063454e-01
HighChol 1.704937e-01
CholCheck 2.346452e-02
Smoker 7.120769e-03
Stroke -7.788802e-04
HeartDiseaseorAttack -2.550834e-03
PhysActivity 3.100394e-02
Fruits 8.739255e-03
Veggies 6.162567e-02
HvyAlcoholConsump 7.201785e-03
AnyHealthcare 2.084875e-02
NoDocbcCost -1.086548e-02
DiffWalk -2.901870e-02
BMI_Underweight -4.336809e-19
BMI_Healthy weight -2.499541e-18
BMI_Overweight -2.168404e-19
BMI_Class 1 Obesity 2.710505e-20
BMI_Class 2 Obesity -6.776264e-21
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.123501e-01
GenHlth_Very good 7.795734e-01
GenHlth_Good -2.254700e-01
GenHlth_Fair -2.733742e-02
GenHlth_Poor -1.441591e-02
MentHlth_0 -7.142447e-02
MentHlth_1-5 7.972436e-02
MentHlth_6-10 8.789000e-04
MentHlth_11-15 8.527852e-04
MentHlth_16-20 1.129562e-03
MentHlth_21-25 6.605137e-04
MentHlth_26-30 -1.182165e-02
PhysHlth_0 -4.940459e-02
PhysHlth_1-5 6.886878e-02
PhysHlth_6-10 3.382715e-03
PhysHlth_11-15 6.511250e-04
PhysHlth_16-20 -2.436097e-03
PhysHlth_21-25 -4.007026e-04
PhysHlth_26-30 -2.066123e-02
Education_Never attended school or only kinderg... 4.045921e-06
Education_Elementary -3.424135e-03
Education_Some high school -1.170921e-02
Education_High school graduate -5.975457e-02
Education_Some college or technical school 6.835548e-02
Education_College graduate 6.528389e-03
Income_Less than $10,000 -8.617968e-03
Income_$10,000-$14,999 -1.699073e-02
Income_$15,000-$19,999 -1.310662e-02
Income_$20,000-$24,999 -5.314383e-03
Income_$25,000-$34,999 -1.581680e-02
Income_$35,000-$49,999 -5.542203e-03
Income_$50,000-$74,999 2.731986e-02
Income_$75,000 or more 3.806884e-02
Sex_Female -0.000000e+00
Sex_Male -2.576659e-18
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.576659e-18
Age_65+ -0.000000e+00
PC4 \
HighBP 5.003525e-01
HighChol 6.370842e-01
CholCheck 6.019187e-02
Smoker 7.336171e-02
Stroke 3.148730e-02
HeartDiseaseorAttack 9.946662e-02
PhysActivity -1.317466e-03
Fruits -6.391808e-02
Veggies -3.827452e-02
HvyAlcoholConsump 2.404626e-02
AnyHealthcare 3.239086e-02
NoDocbcCost -3.916564e-02
DiffWalk 1.036835e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight 3.358552e-17
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -4.336809e-19
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.593231e-02
GenHlth_Very good -9.511135e-02
GenHlth_Good 1.016429e-01
GenHlth_Fair 1.227559e-02
GenHlth_Poor -2.874790e-03
MentHlth_0 2.885466e-01
MentHlth_1-5 -2.203452e-01
MentHlth_6-10 -3.263363e-02
MentHlth_11-15 -1.679499e-02
MentHlth_16-20 -5.149925e-04
MentHlth_21-25 -9.005005e-05
MentHlth_26-30 -1.816765e-02
PhysHlth_0 2.208355e-01
PhysHlth_1-5 -1.822999e-01
PhysHlth_6-10 -1.053507e-02
PhysHlth_11-15 -7.955237e-03
PhysHlth_16-20 -5.283181e-03
PhysHlth_21-25 -8.684485e-04
PhysHlth_26-30 -1.389368e-02
Education_Never attended school or only kinderg... -4.105194e-04
Education_Elementary 4.032509e-03
Education_Some high school -5.059350e-04
Education_High school graduate 8.866636e-02
Education_Some college or technical school -1.659270e-01
Education_College graduate 7.414454e-02
Income_Less than $10,000 -1.221398e-02
Income_$10,000-$14,999 2.846655e-03
Income_$15,000-$19,999 4.327914e-03
Income_$20,000-$24,999 -1.886293e-03
Income_$25,000-$34,999 -3.622025e-02
Income_$35,000-$49,999 -3.755342e-02
Income_$50,000-$74,999 -8.697780e-02
Income_$75,000 or more 1.676772e-01
Sex_Female 0.000000e+00
Sex_Male 3.083546e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.083546e-17
Age_65+ 0.000000e+00
PC5 \
HighBP 1.182974e-01
HighChol 1.729258e-01
CholCheck 2.904369e-02
Smoker -9.680773e-03
Stroke 8.496925e-03
HeartDiseaseorAttack 2.607257e-02
PhysActivity 1.513927e-01
Fruits 5.140254e-01
Veggies 2.926633e-01
HvyAlcoholConsump -1.953700e-02
AnyHealthcare 2.127713e-02
NoDocbcCost -3.985125e-03
DiffWalk 4.009360e-03
BMI_Underweight -0.000000e+00
BMI_Healthy weight -8.052803e-18
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity -8.673617e-19
GenHlth_Excellent 5.566076e-02
GenHlth_Very good -1.028201e-01
GenHlth_Good 4.974793e-02
GenHlth_Fair -2.703186e-03
GenHlth_Poor 1.145724e-04
MentHlth_0 9.718267e-02
MentHlth_1-5 -7.245786e-02
MentHlth_6-10 -7.981660e-03
MentHlth_11-15 -9.255407e-03
MentHlth_16-20 -1.731023e-03
MentHlth_21-25 3.586591e-04
MentHlth_26-30 -6.115377e-03
PhysHlth_0 -4.512206e-02
PhysHlth_1-5 2.473176e-02
PhysHlth_6-10 -6.533072e-04
PhysHlth_11-15 9.951326e-04
PhysHlth_16-20 -1.494985e-03
PhysHlth_21-25 3.499433e-03
PhysHlth_26-30 1.804402e-02
Education_Never attended school or only kinderg... -2.749126e-04
Education_Elementary -1.227738e-05
Education_Some high school -8.443904e-03
Education_High school graduate -3.462103e-01
Education_Some college or technical school 5.894669e-01
Education_College graduate -2.345255e-01
Income_Less than $10,000 -1.487226e-02
Income_$10,000-$14,999 -6.859637e-03
Income_$15,000-$19,999 1.098268e-02
Income_$20,000-$24,999 -2.749105e-03
Income_$25,000-$34,999 -1.299759e-02
Income_$35,000-$49,999 1.851376e-02
Income_$50,000-$74,999 1.121135e-01
Income_$75,000 or more -1.041314e-01
Sex_Female -0.000000e+00
Sex_Male 2.158635e-18
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 2.158635e-18
Age_65+ -0.000000e+00
PC6 \
HighBP 5.376639e-02
HighChol -1.030256e-01
CholCheck -3.627508e-03
Smoker 1.897295e-01
Stroke 1.398698e-02
HeartDiseaseorAttack 3.176064e-02
PhysActivity 9.857563e-02
Fruits 6.152211e-01
Veggies 2.576119e-01
HvyAlcoholConsump 7.819429e-03
AnyHealthcare -3.328238e-03
NoDocbcCost 6.010455e-03
DiffWalk 4.980530e-02
BMI_Underweight 8.326673e-17
BMI_Healthy weight 3.094198e-16
BMI_Overweight -2.775558e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 8.326673e-17
GenHlth_Excellent 1.384138e-02
GenHlth_Very good 4.497684e-02
GenHlth_Good -1.346398e-01
GenHlth_Fair 3.279463e-02
GenHlth_Poor 4.302698e-02
MentHlth_0 7.847375e-02
MentHlth_1-5 -8.104546e-02
MentHlth_6-10 -4.719373e-03
MentHlth_11-15 5.652619e-03
MentHlth_16-20 -4.060191e-03
MentHlth_21-25 -4.986647e-03
MentHlth_26-30 1.068530e-02
PhysHlth_0 -1.114885e-01
PhysHlth_1-5 4.622522e-02
PhysHlth_6-10 1.312290e-03
PhysHlth_11-15 -4.322628e-05
PhysHlth_16-20 2.458142e-03
PhysHlth_21-25 2.006053e-03
PhysHlth_26-30 5.953005e-02
Education_Never attended school or only kinderg... 3.258301e-05
Education_Elementary -2.480045e-04
Education_Some high school -3.301502e-03
Education_High school graduate 4.462566e-01
Education_Some college or technical school -4.536201e-01
Education_College graduate 1.088045e-02
Income_Less than $10,000 1.551655e-02
Income_$10,000-$14,999 9.403023e-03
Income_$15,000-$19,999 -3.491254e-03
Income_$20,000-$24,999 1.548475e-02
Income_$25,000-$34,999 3.334782e-02
Income_$35,000-$49,999 6.399063e-02
Income_$50,000-$74,999 2.758515e-02
Income_$75,000 or more -1.618367e-01
Sex_Female 0.000000e+00
Sex_Male 5.804720e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 5.804720e-17
Age_65+ 0.000000e+00
PC7 \
HighBP -5.201604e-02
HighChol 1.811440e-01
CholCheck -1.439165e-02
Smoker -1.931622e-01
Stroke -3.180558e-02
HeartDiseaseorAttack -4.195328e-02
PhysActivity 1.413843e-01
Fruits 9.953799e-02
Veggies 4.846734e-02
HvyAlcoholConsump -1.573585e-02
AnyHealthcare -1.812343e-02
NoDocbcCost -8.129995e-03
DiffWalk -2.202836e-01
BMI_Underweight 1.110223e-16
BMI_Healthy weight 2.656456e-16
BMI_Overweight -2.498002e-16
BMI_Class 1 Obesity 1.387779e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 1.665335e-16
GenHlth_Excellent -2.278154e-01
GenHlth_Very good -6.147503e-02
GenHlth_Good 6.133124e-01
GenHlth_Fair -1.845370e-01
GenHlth_Poor -1.394850e-01
MentHlth_0 -2.404269e-01
MentHlth_1-5 2.789586e-01
MentHlth_6-10 2.139020e-02
MentHlth_11-15 -6.574317e-03
MentHlth_16-20 -4.578627e-03
MentHlth_21-25 -3.106850e-03
MentHlth_26-30 -4.566209e-02
PhysHlth_0 1.620644e-01
PhysHlth_1-5 7.342362e-02
PhysHlth_6-10 -5.291034e-03
PhysHlth_11-15 -1.017448e-02
PhysHlth_16-20 -1.190112e-02
PhysHlth_21-25 -1.105668e-02
PhysHlth_26-30 -1.970647e-01
Education_Never attended school or only kinderg... -2.891106e-04
Education_Elementary -7.929945e-03
Education_Some high school -2.660345e-02
Education_High school graduate 8.484487e-02
Education_Some college or technical school -1.409483e-01
Education_College graduate 9.092589e-02
Income_Less than $10,000 -3.257447e-02
Income_$10,000-$14,999 -2.844839e-02
Income_$15,000-$19,999 -2.274818e-02
Income_$20,000-$24,999 -8.807346e-03
Income_$25,000-$34,999 3.101549e-02
Income_$35,000-$49,999 8.077604e-02
Income_$50,000-$74,999 2.163038e-01
Income_$75,000 or more -2.355169e-01
Sex_Female 0.000000e+00
Sex_Male -7.431322e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -7.431322e-17
Age_65+ 0.000000e+00
PC8 \
HighBP -1.322000e-01
HighChol -8.404157e-02
CholCheck 1.505244e-02
Smoker -6.276562e-02
Stroke -1.273410e-02
HeartDiseaseorAttack -1.370342e-02
PhysActivity -4.365715e-02
Fruits -4.923988e-02
Veggies -5.755819e-02
HvyAlcoholConsump -1.588765e-02
AnyHealthcare 3.724970e-02
NoDocbcCost -3.769026e-02
DiffWalk -4.280787e-02
BMI_Underweight 4.163336e-17
BMI_Healthy weight -8.697193e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -3.079134e-17
GenHlth_Excellent -2.304065e-01
GenHlth_Very good -9.896163e-03
GenHlth_Good 3.288573e-01
GenHlth_Fair -3.887937e-02
GenHlth_Poor -4.967527e-02
MentHlth_0 5.190066e-01
MentHlth_1-5 -3.356184e-01
MentHlth_6-10 -4.344721e-02
MentHlth_11-15 -2.499700e-02
MentHlth_16-20 -1.683991e-02
MentHlth_21-25 -9.350953e-03
MentHlth_26-30 -8.875310e-02
PhysHlth_0 -4.246444e-01
PhysHlth_1-5 4.430664e-01
PhysHlth_6-10 1.109836e-02
PhysHlth_11-15 9.849182e-03
PhysHlth_16-20 -2.233277e-03
PhysHlth_21-25 -5.356549e-04
PhysHlth_26-30 -3.660059e-02
Education_Never attended school or only kinderg... -4.079450e-04
Education_Elementary -2.938381e-03
Education_Some high school -1.371509e-03
Education_High school graduate -2.616888e-02
Education_Some college or technical school -2.310647e-02
Education_College graduate 5.399319e-02
Income_Less than $10,000 -3.243734e-02
Income_$10,000-$14,999 -1.676771e-02
Income_$15,000-$19,999 -2.077236e-02
Income_$20,000-$24,999 -3.055936e-02
Income_$25,000-$34,999 2.982222e-03
Income_$35,000-$49,999 3.371711e-02
Income_$50,000-$74,999 -4.588061e-02
Income_$75,000 or more 1.097180e-01
Sex_Female -0.000000e+00
Sex_Male 5.979485e-18
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 5.979485e-18
Age_65+ -0.000000e+00
PC9 \
HighBP -2.462225e-02
HighChol -1.722404e-01
CholCheck 2.006423e-03
Smoker 5.420448e-01
Stroke 8.751204e-04
HeartDiseaseorAttack -7.557963e-03
PhysActivity 9.482305e-02
Fruits 8.116090e-02
Veggies 1.193391e-01
HvyAlcoholConsump 5.778093e-02
AnyHealthcare 2.921801e-02
NoDocbcCost -2.708246e-02
DiffWalk -4.672426e-02
BMI_Underweight -1.040834e-17
BMI_Healthy weight 2.502836e-16
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -9.974660e-18
BMI_Class 2 Obesity -7.632783e-17
BMI_Class 3 Obesity 8.326673e-17
GenHlth_Excellent -1.292264e-01
GenHlth_Very good -2.561699e-02
GenHlth_Good 2.948359e-01
GenHlth_Fair -1.078560e-01
GenHlth_Poor -3.213651e-02
MentHlth_0 -1.509965e-01
MentHlth_1-5 1.379116e-01
MentHlth_6-10 9.910296e-03
MentHlth_11-15 8.675961e-03
MentHlth_16-20 -5.631150e-04
MentHlth_21-25 -2.613097e-03
MentHlth_26-30 -2.325123e-03
PhysHlth_0 8.432635e-02
PhysHlth_1-5 -2.124815e-02
PhysHlth_6-10 -7.563018e-03
PhysHlth_11-15 -4.371358e-03
PhysHlth_16-20 3.333086e-04
PhysHlth_21-25 -2.109927e-03
PhysHlth_26-30 -4.936721e-02
Education_Never attended school or only kinderg... 8.297151e-05
Education_Elementary -5.546089e-03
Education_Some high school -3.733422e-03
Education_High school graduate 5.468964e-02
Education_Some college or technical school 9.061630e-02
Education_College graduate -1.361094e-01
Income_Less than $10,000 -1.090051e-02
Income_$10,000-$14,999 -4.911019e-03
Income_$15,000-$19,999 -1.721768e-02
Income_$20,000-$24,999 -1.548097e-02
Income_$25,000-$34,999 -3.403114e-02
Income_$35,000-$49,999 -8.615699e-02
Income_$50,000-$74,999 -3.720636e-01
Income_$75,000 or more 5.407619e-01
Sex_Female 0.000000e+00
Sex_Male 1.556730e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.556730e-16
Age_65+ 0.000000e+00
PC10 ... \
HighBP 1.515920e-01 ...
HighChol -2.514778e-01 ...
CholCheck -1.228144e-02 ...
Smoker 4.474379e-01 ...
Stroke 2.124794e-02 ...
HeartDiseaseorAttack 3.004035e-02 ...
PhysActivity -1.023078e-01 ...
Fruits -4.622770e-02 ...
Veggies 1.160054e-01 ...
HvyAlcoholConsump 3.908491e-02 ...
AnyHealthcare -1.107979e-02 ...
NoDocbcCost 2.822607e-02 ...
DiffWalk 1.055320e-01 ...
BMI_Underweight 1.665335e-16 ...
BMI_Healthy weight 1.673422e-16 ...
BMI_Overweight 2.081668e-17 ...
BMI_Class 1 Obesity 1.110223e-16 ...
BMI_Class 2 Obesity 0.000000e+00 ...
BMI_Class 3 Obesity -2.775558e-17 ...
GenHlth_Excellent -1.509850e-01 ...
GenHlth_Very good -1.625944e-02 ...
GenHlth_Good 1.300203e-01 ...
GenHlth_Fair -2.086843e-02 ...
GenHlth_Poor 5.809260e-02 ...
MentHlth_0 6.119981e-02 ...
MentHlth_1-5 -9.595278e-02 ...
MentHlth_6-10 5.424282e-03 ...
MentHlth_11-15 4.035500e-03 ...
MentHlth_16-20 4.524762e-03 ...
MentHlth_21-25 -2.822920e-03 ...
MentHlth_26-30 2.359135e-02 ...
PhysHlth_0 7.462441e-02 ...
PhysHlth_1-5 -1.606771e-01 ...
PhysHlth_6-10 -4.265533e-03 ...
PhysHlth_11-15 1.064974e-02 ...
PhysHlth_16-20 1.545851e-03 ...
PhysHlth_21-25 2.222815e-03 ...
PhysHlth_26-30 7.589980e-02 ...
Education_Never attended school or only kinderg... 6.357426e-04 ...
Education_Elementary 1.116727e-02 ...
Education_Some high school 5.596687e-02 ...
Education_High school graduate -4.571160e-01 ...
Education_Some college or technical school -1.057322e-01 ...
Education_College graduate 4.950783e-01 ...
Income_Less than $10,000 2.097719e-02 ...
Income_$10,000-$14,999 2.080503e-03 ...
Income_$15,000-$19,999 8.268017e-03 ...
Income_$20,000-$24,999 1.197549e-03 ...
Income_$25,000-$34,999 1.505815e-02 ...
Income_$35,000-$49,999 2.125273e-02 ...
Income_$50,000-$74,999 1.955038e-01 ...
Income_$75,000 or more -2.643379e-01 ...
Sex_Female 0.000000e+00 ...
Sex_Male 1.581116e-16 ...
Age_18-29 0.000000e+00 ...
Age_30-49 0.000000e+00 ...
Age_50-64 1.581116e-16 ...
Age_65+ 0.000000e+00 ...
PC49 PC50 PC51 \
HighBP -0.000000e+00 0.0 -0.0
HighChol -9.288338e-30 0.0 -0.0
CholCheck -1.017415e-28 0.0 -0.0
Smoker -1.009796e-27 0.0 -0.0
Stroke 1.099968e-27 0.0 -0.0
HeartDiseaseorAttack 5.213449e-29 0.0 -0.0
PhysActivity 1.662230e-30 0.0 -0.0
Fruits -4.832325e-29 0.0 -0.0
Veggies -1.936035e-28 0.0 -0.0
HvyAlcoholConsump 5.405736e-28 0.0 -0.0
AnyHealthcare 2.871643e-28 0.0 -0.0
NoDocbcCost -7.342929e-29 0.0 -0.0
DiffWalk 1.944117e-28 0.0 -0.0
BMI_Underweight 1.957798e-14 0.0 -0.0
BMI_Healthy weight 1.765477e-13 0.0 -0.0
BMI_Overweight -4.133411e-15 0.0 -0.0
BMI_Class 1 Obesity 5.371196e-14 0.0 -0.0
BMI_Class 2 Obesity 5.163186e-15 0.0 -0.0
BMI_Class 3 Obesity -3.750005e-13 0.0 -0.0
GenHlth_Excellent 6.484745e-16 0.0 -0.0
GenHlth_Very good 6.484745e-16 0.0 -0.0
GenHlth_Good 6.484745e-16 0.0 -0.0
GenHlth_Fair 6.484745e-16 0.0 -0.0
GenHlth_Poor 6.484745e-16 0.0 -0.0
MentHlth_0 5.657288e-14 0.0 -0.0
MentHlth_1-5 5.657288e-14 0.0 -0.0
MentHlth_6-10 5.657288e-14 0.0 -0.0
MentHlth_11-15 5.657288e-14 0.0 -0.0
MentHlth_16-20 5.657288e-14 0.0 -0.0
MentHlth_21-25 5.657288e-14 0.0 -0.0
MentHlth_26-30 5.657288e-14 0.0 -0.0
PhysHlth_0 3.930695e-13 0.0 -0.0
PhysHlth_1-5 3.930695e-13 0.0 -0.0
PhysHlth_6-10 3.930695e-13 0.0 -0.0
PhysHlth_11-15 3.930695e-13 0.0 -0.0
PhysHlth_16-20 3.930695e-13 0.0 -0.0
PhysHlth_21-25 3.930695e-13 0.0 -0.0
PhysHlth_26-30 3.930695e-13 0.0 -0.0
Education_Never attended school or only kinderg... -4.516415e-13 0.0 -0.0
Education_Elementary -4.516415e-13 0.0 -0.0
Education_Some high school -4.516415e-13 0.0 -0.0
Education_High school graduate -4.516415e-13 0.0 -0.0
Education_Some college or technical school -4.516415e-13 0.0 -0.0
Education_College graduate -4.516415e-13 0.0 -0.0
Income_Less than $10,000 1.410518e-13 0.0 -0.0
Income_$10,000-$14,999 1.410518e-13 0.0 -0.0
Income_$15,000-$19,999 1.410518e-13 0.0 -0.0
Income_$20,000-$24,999 1.410518e-13 0.0 -0.0
Income_$25,000-$34,999 1.410518e-13 0.0 -0.0
Income_$35,000-$49,999 1.410518e-13 0.0 -0.0
Income_$50,000-$74,999 1.410518e-13 0.0 -0.0
Income_$75,000 or more 1.410518e-13 0.0 -0.0
Sex_Female 1.000000e+00 0.0 -0.0
Sex_Male -1.996087e-07 0.0 -0.0
Age_18-29 -0.000000e+00 0.0 1.0
Age_30-49 -0.000000e+00 0.0 -0.0
Age_50-64 1.996116e-07 0.0 -0.0
Age_65+ -0.000000e+00 1.0 -0.0
PC52 PC53 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 1.021264e-17
CholCheck 0.0 5.229177e-18
Smoker 0.0 -3.440011e-16
Stroke 0.0 5.575243e-16
HeartDiseaseorAttack 0.0 1.065085e-16
PhysActivity 0.0 -8.435498e-17
Fruits 0.0 -3.771343e-17
Veggies 0.0 -1.232503e-16
HvyAlcoholConsump 0.0 1.493347e-16
AnyHealthcare 0.0 1.874827e-16
NoDocbcCost 0.0 -5.367177e-17
DiffWalk 0.0 -1.196910e-16
BMI_Underweight 0.0 -5.767853e-02
BMI_Healthy weight 0.0 6.981156e-02
BMI_Overweight 0.0 -1.847967e-02
BMI_Class 1 Obesity 0.0 4.670721e-02
BMI_Class 2 Obesity 0.0 5.062348e-02
BMI_Class 3 Obesity 0.0 -1.049841e-01
GenHlth_Excellent 0.0 1.670833e-02
GenHlth_Very good 0.0 1.670833e-02
GenHlth_Good 0.0 1.670833e-02
GenHlth_Fair 0.0 1.670833e-02
GenHlth_Poor 0.0 1.670833e-02
MentHlth_0 0.0 1.023996e-01
MentHlth_1-5 0.0 1.023996e-01
MentHlth_6-10 0.0 1.023996e-01
MentHlth_11-15 0.0 1.023996e-01
MentHlth_16-20 0.0 1.023996e-01
MentHlth_21-25 0.0 1.023996e-01
MentHlth_26-30 0.0 1.023996e-01
PhysHlth_0 0.0 1.822667e-01
PhysHlth_1-5 0.0 1.822667e-01
PhysHlth_6-10 0.0 1.822667e-01
PhysHlth_11-15 0.0 1.822667e-01
PhysHlth_16-20 0.0 1.822667e-01
PhysHlth_21-25 0.0 1.822667e-01
PhysHlth_26-30 0.0 1.822667e-01
Education_Never attended school or only kinderg... 0.0 -2.236941e-01
Education_Elementary 0.0 -2.236941e-01
Education_Some high school 0.0 -2.236941e-01
Education_High school graduate 0.0 -2.236941e-01
Education_Some college or technical school 0.0 -2.236941e-01
Education_College graduate 0.0 -2.236941e-01
Income_Less than $10,000 0.0 1.014441e-01
Income_$10,000-$14,999 0.0 1.014441e-01
Income_$15,000-$19,999 0.0 1.014441e-01
Income_$20,000-$24,999 0.0 1.014441e-01
Income_$25,000-$34,999 0.0 1.014441e-01
Income_$35,000-$49,999 0.0 1.014441e-01
Income_$50,000-$74,999 0.0 1.014441e-01
Income_$75,000 or more 0.0 1.014441e-01
Sex_Female 0.0 -1.110223e-16
Sex_Male 0.0 3.780185e-01
Age_18-29 0.0 -0.000000e+00
Age_30-49 1.0 -0.000000e+00
Age_50-64 0.0 3.780065e-01
Age_65+ 0.0 -0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 3.574423e-17
CholCheck 3.048457e-16
Smoker -8.019367e-17
Stroke -6.241045e-16
HeartDiseaseorAttack 2.164017e-16
PhysActivity 1.276351e-16
Fruits 1.288789e-17
Veggies -1.287429e-16
HvyAlcoholConsump 3.396421e-17
AnyHealthcare 3.258785e-16
NoDocbcCost 3.235052e-16
DiffWalk -1.056882e-17
BMI_Underweight -1.289203e-01
BMI_Healthy weight 2.182617e-01
BMI_Overweight 2.321747e-01
BMI_Class 1 Obesity -1.292996e-01
BMI_Class 2 Obesity 3.181079e-01
BMI_Class 3 Obesity 2.848185e-01
GenHlth_Excellent 1.018455e-01
GenHlth_Very good 1.018455e-01
GenHlth_Good 1.018455e-01
GenHlth_Fair 1.018455e-01
GenHlth_Poor 1.018455e-01
MentHlth_0 1.829406e-01
MentHlth_1-5 1.829406e-01
MentHlth_6-10 1.829406e-01
MentHlth_11-15 1.829406e-01
MentHlth_16-20 1.829406e-01
MentHlth_21-25 1.829406e-01
MentHlth_26-30 1.829406e-01
PhysHlth_0 -1.337586e-01
PhysHlth_1-5 -1.337586e-01
PhysHlth_6-10 -1.337586e-01
PhysHlth_11-15 -1.337586e-01
PhysHlth_16-20 -1.337586e-01
PhysHlth_21-25 -1.337586e-01
PhysHlth_26-30 -1.337586e-01
Education_Never attended school or only kinderg... -3.946542e-02
Education_Elementary -3.946542e-02
Education_Some high school -3.946542e-02
Education_High school graduate -3.946542e-02
Education_Some college or technical school -3.946542e-02
Education_College graduate -3.946542e-02
Income_Less than $10,000 -1.647808e-01
Income_$10,000-$14,999 -1.647808e-01
Income_$15,000-$19,999 -1.647808e-01
Income_$20,000-$24,999 -1.647808e-01
Income_$25,000-$34,999 -1.647808e-01
Income_$35,000-$49,999 -1.647808e-01
Income_$50,000-$74,999 -1.647808e-01
Income_$75,000 or more -1.647808e-01
Sex_Female -0.000000e+00
Sex_Male 1.497730e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.497731e-01
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 3.957396e-17
CholCheck -1.853073e-16
Smoker 9.504957e-17
Stroke -6.221993e-16
HeartDiseaseorAttack -1.715676e-16
PhysActivity 1.464770e-16
Fruits 1.615799e-18
Veggies -4.989883e-17
HvyAlcoholConsump 3.159316e-16
AnyHealthcare 2.382556e-16
NoDocbcCost 3.686377e-17
DiffWalk -2.001031e-16
BMI_Underweight 4.467598e-01
BMI_Healthy weight 1.976070e-01
BMI_Overweight 3.681274e-01
BMI_Class 1 Obesity -1.592279e-01
BMI_Class 2 Obesity 1.261801e-01
BMI_Class 3 Obesity 5.408089e-02
GenHlth_Excellent -4.752902e-02
GenHlth_Very good -4.752902e-02
GenHlth_Good -4.752902e-02
GenHlth_Fair -4.752902e-02
GenHlth_Poor -4.752902e-02
MentHlth_0 -1.620543e-01
MentHlth_1-5 -1.620543e-01
MentHlth_6-10 -1.620543e-01
MentHlth_11-15 -1.620543e-01
MentHlth_16-20 -1.620543e-01
MentHlth_21-25 -1.620543e-01
MentHlth_26-30 -1.620543e-01
PhysHlth_0 -5.641732e-02
PhysHlth_1-5 -5.641732e-02
PhysHlth_6-10 -5.641732e-02
PhysHlth_11-15 -5.641732e-02
PhysHlth_16-20 -5.641732e-02
PhysHlth_21-25 -5.641732e-02
PhysHlth_26-30 -5.641732e-02
Education_Never attended school or only kinderg... -2.359983e-01
Education_Elementary -2.359983e-01
Education_Some high school -2.359983e-01
Education_High school graduate -2.359983e-01
Education_Some college or technical school -2.359983e-01
Education_College graduate -2.359983e-01
Income_Less than $10,000 -9.247987e-03
Income_$10,000-$14,999 -9.247987e-03
Income_$15,000-$19,999 -9.247987e-03
Income_$20,000-$24,999 -9.247987e-03
Income_$25,000-$34,999 -9.247987e-03
Income_$35,000-$49,999 -9.247987e-03
Income_$50,000-$74,999 -9.247987e-03
Income_$75,000 or more -9.247987e-03
Sex_Female 1.110223e-16
Sex_Male -1.211975e-01
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.211979e-01
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol -3.127620e-17
CholCheck -2.249791e-16
Smoker -2.103233e-17
Stroke 2.406338e-16
HeartDiseaseorAttack -6.021453e-17
PhysActivity 2.451640e-20
Fruits -1.090931e-17
Veggies -1.866190e-16
HvyAlcoholConsump -1.935892e-16
AnyHealthcare -8.939430e-17
NoDocbcCost -1.986963e-16
DiffWalk 1.790677e-16
BMI_Underweight -4.735509e-02
BMI_Healthy weight -2.145955e-02
BMI_Overweight -8.687443e-02
BMI_Class 1 Obesity 4.622558e-01
BMI_Class 2 Obesity 3.506652e-01
BMI_Class 3 Obesity -3.156114e-01
GenHlth_Excellent 3.032065e-01
GenHlth_Very good 3.032065e-01
GenHlth_Good 3.032065e-01
GenHlth_Fair 3.032065e-01
GenHlth_Poor 3.032065e-01
MentHlth_0 -9.783388e-02
MentHlth_1-5 -9.783388e-02
MentHlth_6-10 -9.783388e-02
MentHlth_11-15 -9.783388e-02
MentHlth_16-20 -9.783388e-02
MentHlth_21-25 -9.783388e-02
MentHlth_26-30 -9.783388e-02
PhysHlth_0 -5.199494e-02
PhysHlth_1-5 -5.199494e-02
PhysHlth_6-10 -5.199494e-02
PhysHlth_11-15 -5.199494e-02
PhysHlth_16-20 -5.199494e-02
PhysHlth_21-25 -5.199494e-02
PhysHlth_26-30 -5.199494e-02
Education_Never attended school or only kinderg... -2.859602e-02
Education_Elementary -2.859602e-02
Education_Some high school -2.859602e-02
Education_High school graduate -2.859602e-02
Education_Some college or technical school -2.859602e-02
Education_College graduate -2.859602e-02
Income_Less than $10,000 1.627999e-02
Income_$10,000-$14,999 1.627999e-02
Income_$15,000-$19,999 1.627999e-02
Income_$20,000-$24,999 1.627999e-02
Income_$25,000-$34,999 1.627999e-02
Income_$35,000-$49,999 1.627999e-02
Income_$50,000-$74,999 1.627999e-02
Income_$75,000 or more 1.627999e-02
Sex_Female 0.000000e+00
Sex_Male -2.086277e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -2.086275e-02
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 4.340370e-17 -3.063791e-17
CholCheck 9.803640e-17 -1.410870e-17
Smoker -1.550585e-16 -1.353280e-16
Stroke 4.286820e-16 1.237165e-16
HeartDiseaseorAttack -1.019549e-16 -3.270760e-16
PhysActivity -6.900523e-17 -1.196983e-17
Fruits 7.224702e-17 4.026671e-17
Veggies 8.215839e-17 -6.459502e-18
HvyAlcoholConsump 2.403992e-17 1.650735e-16
AnyHealthcare -1.203092e-16 -1.000300e-18
NoDocbcCost 1.007366e-16 -1.666843e-16
DiffWalk -2.029960e-17 3.559562e-18
BMI_Underweight 7.026486e-01 -3.728228e-01
BMI_Healthy weight -2.512413e-02 5.523234e-01
BMI_Overweight 2.875568e-01 5.246277e-01
BMI_Class 1 Obesity 3.147037e-01 -9.454522e-02
BMI_Class 2 Obesity -1.869658e-02 -3.760792e-02
BMI_Class 3 Obesity -1.544832e-01 -3.195903e-01
GenHlth_Excellent 1.593573e-02 1.101889e-02
GenHlth_Very good 1.593573e-02 1.101889e-02
GenHlth_Good 1.593573e-02 1.101889e-02
GenHlth_Fair 1.593573e-02 1.101889e-02
GenHlth_Poor 1.593573e-02 1.101889e-02
MentHlth_0 1.333801e-01 -4.856704e-02
MentHlth_1-5 1.333801e-01 -4.856704e-02
MentHlth_6-10 1.333801e-01 -4.856704e-02
MentHlth_11-15 1.333801e-01 -4.856704e-02
MentHlth_16-20 1.333801e-01 -4.856704e-02
MentHlth_21-25 1.333801e-01 -4.856704e-02
MentHlth_26-30 1.333801e-01 -4.856704e-02
PhysHlth_0 1.005652e-01 1.052883e-01
PhysHlth_1-5 1.005652e-01 1.052883e-01
PhysHlth_6-10 1.005652e-01 1.052883e-01
PhysHlth_11-15 1.005652e-01 1.052883e-01
PhysHlth_16-20 1.005652e-01 1.052883e-01
PhysHlth_21-25 1.005652e-01 1.052883e-01
PhysHlth_26-30 1.005652e-01 1.052883e-01
Education_Never attended school or only kinderg... 1.171705e-01 1.068808e-01
Education_Elementary 1.171705e-01 1.068808e-01
Education_Some high school 1.171705e-01 1.068808e-01
Education_High school graduate 1.171705e-01 1.068808e-01
Education_Some college or technical school 1.171705e-01 1.068808e-01
Education_College graduate 1.171705e-01 1.068808e-01
Income_Less than $10,000 -5.054466e-02 3.340496e-03
Income_$10,000-$14,999 -5.054466e-02 3.340496e-03
Income_$15,000-$19,999 -5.054466e-02 3.340496e-03
Income_$20,000-$24,999 -5.054466e-02 3.340496e-03
Income_$25,000-$34,999 -5.054466e-02 3.340496e-03
Income_$35,000-$49,999 -5.054466e-02 3.340496e-03
Income_$50,000-$74,999 -5.054466e-02 3.340496e-03
Income_$75,000 or more -5.054466e-02 3.340496e-03
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male -1.235252e-02 -4.933786e-02
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -1.235253e-02 -4.933809e-02
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_27:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.242526 0.984773 0.434139 -0.250309 -0.794897 0.034676 -0.128981
1 -0.433563 1.172041 0.546313 -0.436465 -0.002640 -0.767025 -0.351495
2 -1.665026 -0.989818 -0.015537 0.244936 -0.305171 0.142106 0.833618
3 -1.064648 -0.508406 0.014126 0.648364 0.478683 0.528886 -0.651891
4 -0.070771 0.000448 -0.173354 1.035605 0.423847 0.341432 0.832300
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.040823 -0.452089 -0.469419 ... 0.0 0.0 0.0 0.0 2.220446e-16
1 0.049510 0.032427 0.124075 ... 0.0 0.0 0.0 0.0 -2.220446e-16
2 0.027190 0.444979 -0.364817 ... 0.0 0.0 0.0 0.0 -2.220446e-16
3 0.073973 -0.218065 0.433325 ... 0.0 0.0 0.0 0.0 -2.220446e-16
4 0.142324 0.129792 0.841057 ... 0.0 0.0 0.0 0.0 -2.220446e-16
PC54 PC55 PC56 PC57 PC58
0 -2.220446e-16 -1.110223e-16 4.163336e-17 3.885781e-16 4.440892e-16
1 3.330669e-16 0.000000e+00 1.942890e-16 -3.885781e-16 2.220446e-16
2 -1.110223e-16 -1.110223e-16 -1.387779e-17 3.885781e-16 3.330669e-16
3 1.110223e-16 3.330669e-16 -5.551115e-17 0.000000e+00 7.771561e-16
4 2.220446e-16 -1.110223e-16 -2.220446e-16 -1.110223e-16 3.330669e-16
[5 rows x 58 columns]
For Subset_27, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_28:
[1.39873177e-01 8.45067608e-02 7.53706924e-02 5.92680326e-02
5.65878169e-02 5.45542829e-02 4.80345492e-02 4.47539807e-02
4.19850631e-02 4.00690294e-02 3.74892230e-02 3.16460966e-02
2.90945703e-02 2.29819195e-02 1.97068964e-02 1.87213964e-02
1.75123319e-02 1.63160101e-02 1.53729752e-02 1.42995042e-02
1.19749550e-02 1.13537907e-02 1.10148927e-02 1.02061389e-02
9.41239520e-03 9.00387408e-03 8.51542727e-03 7.76452558e-03
7.30057806e-03 6.81970627e-03 6.53248099e-03 6.11271532e-03
5.20068906e-03 4.71767126e-03 4.12609734e-03 3.61400402e-03
2.86471442e-03 1.91798780e-03 1.80850757e-03 1.45304097e-03
1.41498105e-04 1.64506856e-17 1.23666405e-17 5.45877991e-18
2.58028493e-18 3.35712346e-19 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_28:
[0.13987318 0.22437994 0.29975063 0.35901866 0.41560648 0.47016076
0.51819531 0.56294929 0.60493436 0.64500339 0.68249261 0.71413871
0.74323328 0.7662152 0.78592209 0.80464349 0.82215582 0.83847183
0.85384481 0.86814431 0.88011926 0.89147306 0.90248795 0.91269409
0.92210648 0.93111036 0.93962578 0.94739031 0.95469089 0.96151059
0.96804307 0.97415579 0.97935648 0.98407415 0.98820025 0.99181425
0.99467897 0.99659695 0.99840546 0.9998585 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_28:
PC1 \
HighBP -1.651957e-01
HighChol -1.724872e-01
CholCheck 7.738745e-03
Smoker -2.760152e-01
Stroke -3.046643e-02
HeartDiseaseorAttack -4.829130e-02
PhysActivity 1.772496e-01
Fruits 1.778056e-01
Veggies 1.098487e-01
HvyAlcoholConsump 1.817182e-04
AnyHealthcare 4.124918e-02
NoDocbcCost -1.078996e-01
DiffWalk -1.718419e-01
BMI_Underweight -2.067952e-25
BMI_Healthy weight -2.918525e-19
BMI_Overweight -3.231174e-27
BMI_Class 1 Obesity 4.038968e-28
BMI_Class 2 Obesity 5.048710e-29
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.143192e-01
GenHlth_Very good 3.507486e-02
GenHlth_Good -1.552658e-01
GenHlth_Fair -1.232712e-01
GenHlth_Poor -7.085695e-02
MentHlth_0 2.555988e-01
MentHlth_1-5 -7.452767e-02
MentHlth_6-10 -4.154522e-02
MentHlth_11-15 -3.000369e-02
MentHlth_16-20 -1.658282e-02
MentHlth_21-25 -7.777540e-03
MentHlth_26-30 -8.516181e-02
PhysHlth_0 3.046775e-01
PhysHlth_1-5 -9.332633e-02
PhysHlth_6-10 -3.923182e-02
PhysHlth_11-15 -3.328872e-02
PhysHlth_16-20 -1.823538e-02
PhysHlth_21-25 -9.426433e-03
PhysHlth_26-30 -1.111688e-01
Education_Never attended school or only kinderg... -5.002334e-04
Education_Elementary -1.101990e-02
Education_Some high school -2.946922e-02
Education_High school graduate -1.878450e-01
Education_Some college or technical school -1.816479e-01
Education_College graduate 4.104822e-01
Income_Less than $10,000 -5.911070e-02
Income_$10,000-$14,999 -4.886177e-02
Income_$15,000-$19,999 -5.295289e-02
Income_$20,000-$24,999 -5.371129e-02
Income_$25,000-$34,999 -6.156759e-02
Income_$35,000-$49,999 -6.228165e-02
Income_$50,000-$74,999 -4.143724e-02
Income_$75,000 or more 3.799231e-01
Sex_Female -2.918525e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -2.918525e-19
Age_65+ 0.000000e+00
PC2 \
HighBP 3.347020e-02
HighChol 1.212150e-01
CholCheck 2.489667e-02
Smoker -1.035514e-01
Stroke 7.148540e-03
HeartDiseaseorAttack 1.044044e-02
PhysActivity 3.580543e-02
Fruits 3.780363e-02
Veggies 3.240551e-02
HvyAlcoholConsump 1.612621e-02
AnyHealthcare 2.824255e-02
NoDocbcCost 1.589006e-02
DiffWalk 4.294106e-02
BMI_Underweight 5.421011e-20
BMI_Healthy weight 1.109202e-19
BMI_Overweight -6.776264e-21
BMI_Class 1 Obesity -2.541099e-21
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 5.293956e-23
GenHlth_Excellent -2.329536e-01
GenHlth_Very good 2.006403e-01
GenHlth_Good -1.401798e-02
GenHlth_Fair 2.977232e-02
GenHlth_Poor 1.655896e-02
MentHlth_0 -4.242199e-01
MentHlth_1-5 3.173589e-01
MentHlth_6-10 3.866272e-02
MentHlth_11-15 1.738745e-02
MentHlth_16-20 1.127435e-02
MentHlth_21-25 3.849667e-03
MentHlth_26-30 3.568682e-02
PhysHlth_0 -3.936137e-01
PhysHlth_1-5 2.946145e-01
PhysHlth_6-10 3.169948e-02
PhysHlth_11-15 1.787332e-02
PhysHlth_16-20 7.939097e-03
PhysHlth_21-25 4.979956e-03
PhysHlth_26-30 3.650729e-02
Education_Never attended school or only kinderg... -3.905232e-04
Education_Elementary -3.879165e-04
Education_Some high school -6.359093e-03
Education_High school graduate -1.521308e-01
Education_Some college or technical school -2.682347e-01
Education_College graduate 4.275030e-01
Income_Less than $10,000 -5.424254e-03
Income_$10,000-$14,999 -8.469548e-04
Income_$15,000-$19,999 -1.173838e-02
Income_$20,000-$24,999 -1.362811e-02
Income_$25,000-$34,999 -3.552448e-02
Income_$35,000-$49,999 -6.955723e-02
Income_$50,000-$74,999 -8.628211e-02
Income_$75,000 or more 2.230015e-01
Sex_Female 1.044375e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.044375e-19
Age_65+ 0.000000e+00
PC3 \
HighBP -2.703624e-02
HighChol -3.020177e-02
CholCheck -2.328548e-03
Smoker 1.765109e-02
Stroke -1.662989e-02
HeartDiseaseorAttack -2.786606e-02
PhysActivity 4.599398e-02
Fruits 1.408037e-02
Veggies 1.841136e-02
HvyAlcoholConsump 1.300739e-03
AnyHealthcare 2.981369e-03
NoDocbcCost -4.919964e-02
DiffWalk -1.059414e-01
BMI_Underweight 4.336809e-19
BMI_Healthy weight -2.875042e-19
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 1.355253e-20
BMI_Class 2 Obesity -3.388132e-21
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -4.833854e-01
GenHlth_Very good 7.766520e-01
GenHlth_Good -1.591396e-01
GenHlth_Fair -8.591881e-02
GenHlth_Poor -4.820815e-02
MentHlth_0 1.074322e-01
MentHlth_1-5 -2.366714e-02
MentHlth_6-10 -1.391927e-02
MentHlth_11-15 -8.822295e-03
MentHlth_16-20 -9.846568e-03
MentHlth_21-25 -3.959115e-03
MentHlth_26-30 -4.721783e-02
PhysHlth_0 2.154623e-01
PhysHlth_1-5 -7.377038e-02
PhysHlth_6-10 -2.357343e-02
PhysHlth_11-15 -1.977757e-02
PhysHlth_16-20 -1.092649e-02
PhysHlth_21-25 -6.535863e-03
PhysHlth_26-30 -8.087854e-02
Education_Never attended school or only kinderg... 5.465535e-05
Education_Elementary -6.522228e-03
Education_Some high school -1.329554e-02
Education_High school graduate 1.327891e-02
Education_Some college or technical school 1.181357e-01
Education_College graduate -1.116515e-01
Income_Less than $10,000 -3.049452e-02
Income_$10,000-$14,999 -2.016890e-02
Income_$15,000-$19,999 -1.984835e-02
Income_$20,000-$24,999 -1.225524e-02
Income_$25,000-$34,999 3.257191e-03
Income_$35,000-$49,999 2.121331e-02
Income_$50,000-$74,999 7.220511e-02
Income_$75,000 or more -1.390860e-02
Sex_Female -3.125374e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -3.125374e-19
Age_65+ 0.000000e+00
PC4 \
HighBP -1.941415e-01
HighChol -1.985304e-01
CholCheck -1.271345e-02
Smoker -9.238778e-02
Stroke -1.672637e-02
HeartDiseaseorAttack -3.155130e-02
PhysActivity 1.258603e-01
Fruits 1.523590e-01
Veggies 8.144623e-02
HvyAlcoholConsump 4.848903e-03
AnyHealthcare 7.523424e-03
NoDocbcCost -1.111396e-02
DiffWalk -6.694084e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight -3.480885e-19
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity 8.673617e-19
BMI_Class 3 Obesity 2.168404e-19
GenHlth_Excellent 1.915232e-01
GenHlth_Very good -1.875134e-02
GenHlth_Good -1.106442e-01
GenHlth_Fair -3.921983e-02
GenHlth_Poor -2.290784e-02
MentHlth_0 -4.184060e-01
MentHlth_1-5 3.956873e-01
MentHlth_6-10 2.043238e-02
MentHlth_11-15 8.547581e-03
MentHlth_16-20 -9.950346e-04
MentHlth_21-25 7.259966e-04
MentHlth_26-30 -5.992210e-03
PhysHlth_0 6.097206e-02
PhysHlth_1-5 6.021730e-03
PhysHlth_6-10 -7.128497e-03
PhysHlth_11-15 -1.144207e-02
PhysHlth_16-20 -2.361579e-03
PhysHlth_21-25 -3.023008e-03
PhysHlth_26-30 -4.303863e-02
Education_Never attended school or only kinderg... -5.977340e-04
Education_Elementary -7.829655e-03
Education_Some high school -2.165508e-02
Education_High school graduate -1.926193e-01
Education_Some college or technical school 5.502041e-01
Education_College graduate -3.275023e-01
Income_Less than $10,000 -3.034795e-02
Income_$10,000-$14,999 -1.154891e-02
Income_$15,000-$19,999 -1.597822e-02
Income_$20,000-$24,999 -1.520508e-02
Income_$25,000-$34,999 -8.513396e-03
Income_$35,000-$49,999 -1.136557e-02
Income_$50,000-$74,999 -5.244269e-02
Income_$75,000 or more 1.454018e-01
Sex_Female -4.500137e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -4.500137e-19
Age_65+ -0.000000e+00
PC5 \
HighBP 5.545319e-02
HighChol 5.765852e-02
CholCheck 2.125542e-02
Smoker 1.186305e-01
Stroke 5.139373e-03
HeartDiseaseorAttack 1.067355e-02
PhysActivity -4.107262e-02
Fruits -5.864628e-02
Veggies -1.180430e-02
HvyAlcoholConsump 1.678683e-02
AnyHealthcare 2.809955e-02
NoDocbcCost -3.009813e-02
DiffWalk 4.291658e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 3.249868e-18
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -9.782551e-02
GenHlth_Very good -8.065559e-04
GenHlth_Good 6.146343e-02
GenHlth_Fair 2.378238e-02
GenHlth_Poor 1.338625e-02
MentHlth_0 3.271427e-01
MentHlth_1-5 -2.981385e-01
MentHlth_6-10 -1.233359e-02
MentHlth_11-15 -7.265634e-03
MentHlth_16-20 -3.110020e-03
MentHlth_21-25 -7.802860e-04
MentHlth_26-30 -5.514666e-03
PhysHlth_0 -3.032728e-01
PhysHlth_1-5 2.315428e-01
PhysHlth_6-10 2.201011e-02
PhysHlth_11-15 7.243788e-03
PhysHlth_16-20 3.563382e-03
PhysHlth_21-25 1.316888e-03
PhysHlth_26-30 3.759579e-02
Education_Never attended school or only kinderg... -7.803874e-05
Education_Elementary -6.633783e-04
Education_Some high school -1.530260e-03
Education_High school graduate -1.183964e-01
Education_Some college or technical school 3.026141e-01
Education_College graduate -1.819460e-01
Income_Less than $10,000 2.148842e-03
Income_$10,000-$14,999 -8.914616e-04
Income_$15,000-$19,999 -9.759549e-03
Income_$20,000-$24,999 -1.251989e-02
Income_$25,000-$34,999 -3.561819e-02
Income_$35,000-$49,999 -1.160814e-01
Income_$50,000-$74,999 -3.845075e-01
Income_$75,000 or more 5.572292e-01
Sex_Female 1.594465e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.594465e-19
Age_65+ -0.000000e+00
PC6 \
HighBP 6.363001e-02
HighChol 1.354890e-01
CholCheck -2.434076e-03
Smoker 4.033157e-01
Stroke 8.682911e-03
HeartDiseaseorAttack 1.366971e-02
PhysActivity -9.173903e-02
Fruits -2.988175e-01
Veggies -9.899588e-02
HvyAlcoholConsump 7.877797e-02
AnyHealthcare -7.051377e-03
NoDocbcCost -4.475351e-04
DiffWalk 2.732563e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -3.600225e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.028631e-02
GenHlth_Very good -1.347826e-02
GenHlth_Good -2.697410e-02
GenHlth_Fair 7.493007e-03
GenHlth_Poor 2.267305e-02
MentHlth_0 -2.650012e-01
MentHlth_1-5 1.678053e-01
MentHlth_6-10 2.318566e-02
MentHlth_11-15 1.249565e-02
MentHlth_16-20 9.168533e-03
MentHlth_21-25 3.345597e-03
MentHlth_26-30 4.900050e-02
PhysHlth_0 3.864780e-01
PhysHlth_1-5 -3.886151e-01
PhysHlth_6-10 -1.543039e-02
PhysHlth_11-15 -6.790648e-03
PhysHlth_16-20 3.406658e-03
PhysHlth_21-25 -1.091230e-03
PhysHlth_26-30 2.204267e-02
Education_Never attended school or only kinderg... 1.451036e-05
Education_Elementary -2.541569e-04
Education_Some high school 1.314566e-02
Education_High school graduate 1.545748e-01
Education_Some college or technical school -1.748943e-01
Education_College graduate 7.413434e-03
Income_Less than $10,000 1.774725e-02
Income_$10,000-$14,999 1.108487e-02
Income_$15,000-$19,999 9.119959e-03
Income_$20,000-$24,999 -2.966869e-04
Income_$25,000-$34,999 -1.827643e-02
Income_$35,000-$49,999 -6.409244e-02
Income_$50,000-$74,999 -3.205356e-01
Income_$75,000 or more 3.652491e-01
Sex_Female 2.118163e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 2.118163e-19
Age_65+ 0.000000e+00
PC7 \
HighBP 3.254703e-01
HighChol 7.330331e-01
CholCheck 5.158080e-02
Smoker -2.909478e-01
Stroke 1.642116e-02
HeartDiseaseorAttack 3.627525e-02
PhysActivity 3.274946e-02
Fruits 2.135812e-01
Veggies 4.633355e-02
HvyAlcoholConsump -3.290173e-02
AnyHealthcare 1.873837e-02
NoDocbcCost -1.029972e-02
DiffWalk 6.953217e-03
BMI_Underweight -6.938894e-18
BMI_Healthy weight 5.587390e-18
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 6.938894e-18
BMI_Class 2 Obesity -3.469447e-18
BMI_Class 3 Obesity 3.469447e-18
GenHlth_Excellent -6.835713e-02
GenHlth_Very good -7.246146e-02
GenHlth_Good 1.392449e-01
GenHlth_Fair 3.127179e-03
GenHlth_Poor -1.553530e-03
MentHlth_0 -4.710284e-03
MentHlth_1-5 6.801701e-03
MentHlth_6-10 -4.294684e-03
MentHlth_11-15 -2.969895e-03
MentHlth_16-20 3.673882e-03
MentHlth_21-25 -1.509620e-03
MentHlth_26-30 3.008901e-03
PhysHlth_0 1.988576e-01
PhysHlth_1-5 -1.994251e-01
PhysHlth_6-10 -3.240235e-03
PhysHlth_11-15 7.442848e-03
PhysHlth_16-20 -9.638083e-04
PhysHlth_21-25 9.880872e-04
PhysHlth_26-30 -3.659411e-03
Education_Never attended school or only kinderg... 2.997860e-04
Education_Elementary 7.179448e-03
Education_Some high school 5.078391e-03
Education_High school graduate -2.490328e-01
Education_Some college or technical school 2.115729e-01
Education_College graduate 2.490221e-02
Income_Less than $10,000 -1.602880e-03
Income_$10,000-$14,999 -7.942679e-04
Income_$15,000-$19,999 -1.650465e-03
Income_$20,000-$24,999 -1.189160e-02
Income_$25,000-$34,999 -1.193047e-02
Income_$35,000-$49,999 -3.593291e-03
Income_$50,000-$74,999 2.785258e-02
Income_$75,000 or more 3.610399e-03
Sex_Female 6.383893e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 6.383893e-19
Age_65+ -0.000000e+00
PC8 \
HighBP 1.259969e-02
HighChol 8.223740e-02
CholCheck 2.134653e-03
Smoker 7.478024e-01
Stroke 4.380211e-03
HeartDiseaseorAttack 1.614352e-02
PhysActivity 1.099328e-01
Fruits 4.804289e-01
Veggies 2.059861e-01
HvyAlcoholConsump 8.575780e-02
AnyHealthcare -2.650638e-03
NoDocbcCost 2.292024e-02
DiffWalk 2.647351e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight -6.501096e-17
BMI_Overweight -1.734723e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 8.232850e-02
GenHlth_Very good 1.445881e-02
GenHlth_Good -1.335536e-01
GenHlth_Fair 1.841012e-02
GenHlth_Poor 1.835614e-02
MentHlth_0 3.376018e-02
MentHlth_1-5 -5.637339e-02
MentHlth_6-10 -4.162557e-03
MentHlth_11-15 6.190561e-03
MentHlth_16-20 4.423533e-03
MentHlth_21-25 9.401974e-04
MentHlth_26-30 1.522148e-02
PhysHlth_0 -3.853015e-02
PhysHlth_1-5 7.878117e-03
PhysHlth_6-10 3.407574e-04
PhysHlth_11-15 1.804741e-03
PhysHlth_16-20 2.261011e-03
PhysHlth_21-25 1.073181e-03
PhysHlth_26-30 2.517234e-02
Education_Never attended school or only kinderg... 4.286311e-04
Education_Elementary -4.487444e-03
Education_Some high school -3.332466e-03
Education_High school graduate -2.213633e-01
Education_Some college or technical school 5.592768e-02
Education_College graduate 1.728269e-01
Income_Less than $10,000 -7.813046e-03
Income_$10,000-$14,999 5.654097e-03
Income_$15,000-$19,999 -6.041085e-03
Income_$20,000-$24,999 -4.527452e-03
Income_$25,000-$34,999 -8.468531e-03
Income_$35,000-$49,999 -1.184259e-02
Income_$50,000-$74,999 1.270129e-01
Income_$75,000 or more -9.397435e-02
Sex_Female 3.049268e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.049268e-19
Age_65+ 0.000000e+00
PC9 \
HighBP 3.633452e-02
HighChol -1.614407e-01
CholCheck 2.819847e-03
Smoker -4.868068e-02
Stroke -6.957298e-03
HeartDiseaseorAttack -1.665841e-02
PhysActivity 8.241658e-02
Fruits 5.790818e-01
Veggies 1.373485e-01
HvyAlcoholConsump -1.182800e-02
AnyHealthcare -1.172421e-02
NoDocbcCost -5.735217e-03
DiffWalk -5.642960e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -8.247380e-17
BMI_Overweight 8.326673e-17
BMI_Class 1 Obesity -1.110223e-16
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -1.665335e-16
GenHlth_Excellent -2.468128e-01
GenHlth_Very good -1.048536e-01
GenHlth_Good 4.755485e-01
GenHlth_Fair -7.779056e-02
GenHlth_Poor -4.609152e-02
MentHlth_0 -2.545201e-02
MentHlth_1-5 8.281536e-02
MentHlth_6-10 -4.572316e-03
MentHlth_11-15 -4.938401e-03
MentHlth_16-20 -3.849988e-03
MentHlth_21-25 -4.311813e-03
MentHlth_26-30 -3.969084e-02
PhysHlth_0 7.398134e-02
PhysHlth_1-5 -1.630967e-02
PhysHlth_6-10 1.400084e-02
PhysHlth_11-15 -6.106066e-05
PhysHlth_16-20 -9.442789e-03
PhysHlth_21-25 -1.681237e-03
PhysHlth_26-30 -6.048742e-02
Education_Never attended school or only kinderg... 9.150303e-06
Education_Elementary -2.229733e-03
Education_Some high school -4.105469e-03
Education_High school graduate 3.838771e-01
Education_Some college or technical school -2.023394e-01
Education_College graduate -1.752116e-01
Income_Less than $10,000 -9.340230e-03
Income_$10,000-$14,999 -1.216697e-02
Income_$15,000-$19,999 9.997849e-03
Income_$20,000-$24,999 1.614350e-02
Income_$25,000-$34,999 3.526194e-02
Income_$35,000-$49,999 4.661759e-02
Income_$50,000-$74,999 -2.069147e-01
Income_$75,000 or more 1.204010e-01
Sex_Female -3.354035e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -3.354035e-19
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -5.732388e-02 ... 0.0
HighChol -1.815112e-01 ... 0.0
CholCheck -1.328751e-02 ... 0.0
Smoker 1.779693e-01 ... 0.0
Stroke -1.822986e-02 ... 0.0
HeartDiseaseorAttack -3.607225e-02 ... 0.0
PhysActivity 3.371977e-02 ... 0.0
Fruits -3.091112e-01 ... 0.0
Veggies -3.865332e-02 ... 0.0
HvyAlcoholConsump 5.646522e-02 ... 0.0
AnyHealthcare 6.334003e-03 ... 0.0
NoDocbcCost -3.097043e-02 ... 0.0
DiffWalk -1.379047e-01 ... 0.0
BMI_Underweight -5.551115e-17 ... 0.0
BMI_Healthy weight 3.196853e-17 ... 0.0
BMI_Overweight 1.110223e-16 ... 0.0
BMI_Class 1 Obesity -1.110223e-16 ... 0.0
BMI_Class 2 Obesity 4.163336e-17 ... 0.0
BMI_Class 3 Obesity -8.326673e-17 ... 0.0
GenHlth_Excellent -2.373397e-01 ... 0.0
GenHlth_Very good -1.335520e-01 ... 0.0
GenHlth_Good 6.290492e-01 ... 0.0
GenHlth_Fair -1.661084e-01 ... 0.0
GenHlth_Poor -9.204909e-02 ... 0.0
MentHlth_0 2.672498e-02 ... 0.0
MentHlth_1-5 6.564411e-02 ... 0.0
MentHlth_6-10 -1.190621e-02 ... 0.0
MentHlth_11-15 -6.043785e-03 ... 0.0
MentHlth_16-20 5.551285e-04 ... 0.0
MentHlth_21-25 -3.102187e-03 ... 0.0
MentHlth_26-30 -7.187203e-02 ... 0.0
PhysHlth_0 1.343475e-01 ... 0.0
PhysHlth_1-5 3.119599e-02 ... 0.0
PhysHlth_6-10 -1.331828e-02 ... 0.0
PhysHlth_11-15 -1.294821e-03 ... 0.0
PhysHlth_16-20 -1.217674e-02 ... 0.0
PhysHlth_21-25 -9.511339e-03 ... 0.0
PhysHlth_26-30 -1.292423e-01 ... 0.0
Education_Never attended school or only kinderg... -5.901453e-04 ... 0.0
Education_Elementary -8.435876e-03 ... 0.0
Education_Some high school 2.492734e-03 ... 0.0
Education_High school graduate -3.834507e-01 ... 0.0
Education_Some college or technical school 1.645203e-01 ... 0.0
Education_College graduate 2.254637e-01 ... 0.0
Income_Less than $10,000 -3.901776e-02 ... 0.0
Income_$10,000-$14,999 -3.201304e-02 ... 0.0
Income_$15,000-$19,999 -2.654085e-02 ... 0.0
Income_$20,000-$24,999 -7.658953e-03 ... 0.0
Income_$25,000-$34,999 -3.795632e-03 ... 0.0
Income_$35,000-$49,999 -1.445106e-02 ... 0.0
Income_$50,000-$74,999 1.624196e-01 ... 0.0
Income_$75,000 or more -3.894232e-02 ... 0.0
Sex_Female -7.610152e-19 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -0.000000e+00 ... 1.0
Age_50-64 -7.610152e-19 ... 0.0
Age_65+ -0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 3.218076e-24
CholCheck 0.0 -1.174929e-23
Smoker 0.0 9.695076e-25
Stroke 0.0 -1.950945e-24
HeartDiseaseorAttack 0.0 -1.022295e-24
PhysActivity 0.0 2.551713e-24
Fruits 0.0 1.413032e-24
Veggies 0.0 -4.066679e-24
HvyAlcoholConsump 0.0 -4.718153e-24
AnyHealthcare 0.0 -1.947068e-23
NoDocbcCost 0.0 -5.956753e-24
DiffWalk 0.0 3.184394e-23
BMI_Underweight 0.0 -9.735001e-10
BMI_Healthy weight 0.0 -1.489681e-09
BMI_Overweight 0.0 1.228352e-09
BMI_Class 1 Obesity 0.0 -2.296093e-09
BMI_Class 2 Obesity 0.0 5.520136e-09
BMI_Class 3 Obesity 0.0 -5.532912e-09
GenHlth_Excellent 0.0 2.854752e-09
GenHlth_Very good 0.0 2.854752e-09
GenHlth_Good 0.0 2.854752e-09
GenHlth_Fair 0.0 2.854752e-09
GenHlth_Poor 0.0 2.854752e-09
MentHlth_0 0.0 -1.718831e-09
MentHlth_1-5 0.0 -1.718831e-09
MentHlth_6-10 0.0 -1.718831e-09
MentHlth_11-15 0.0 -1.718831e-09
MentHlth_16-20 0.0 -1.718831e-09
MentHlth_21-25 0.0 -1.718831e-09
MentHlth_26-30 0.0 -1.718831e-09
PhysHlth_0 0.0 -1.411651e-09
PhysHlth_1-5 0.0 -1.411651e-09
PhysHlth_6-10 0.0 -1.411651e-09
PhysHlth_11-15 0.0 -1.411651e-09
PhysHlth_16-20 0.0 -1.411651e-09
PhysHlth_21-25 0.0 -1.411651e-09
PhysHlth_26-30 0.0 -1.411651e-09
Education_Never attended school or only kinderg... 0.0 -4.549366e-10
Education_Elementary 0.0 -4.549366e-10
Education_Some high school 0.0 -4.549366e-10
Education_High school graduate 0.0 -4.549366e-10
Education_Some college or technical school 0.0 -4.549366e-10
Education_College graduate 0.0 -4.549366e-10
Income_Less than $10,000 0.0 4.596153e-09
Income_$10,000-$14,999 0.0 4.596153e-09
Income_$15,000-$19,999 0.0 4.596153e-09
Income_$20,000-$24,999 0.0 4.596153e-09
Income_$25,000-$34,999 0.0 4.596153e-09
Income_$35,000-$49,999 0.0 4.596153e-09
Income_$50,000-$74,999 0.0 4.596153e-09
Income_$75,000 or more 0.0 4.596153e-09
Sex_Female 0.0 7.071068e-01
Sex_Male 0.0 -0.000000e+00
Age_18-29 1.0 -0.000000e+00
Age_30-49 0.0 -0.000000e+00
Age_50-64 0.0 -7.071068e-01
Age_65+ 0.0 -0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol 1.423382e-16
CholCheck -2.811701e-16
Smoker 4.125155e-17
Stroke 3.627565e-17
HeartDiseaseorAttack -1.290115e-16
PhysActivity 1.364869e-16
Fruits 1.002379e-16
Veggies -2.527664e-16
HvyAlcoholConsump -5.388194e-17
AnyHealthcare -3.276827e-16
NoDocbcCost -2.487911e-16
DiffWalk -7.345859e-17
BMI_Underweight 2.372340e-01
BMI_Healthy weight -3.050769e-01
BMI_Overweight -3.155747e-02
BMI_Class 1 Obesity -2.305357e-01
BMI_Class 2 Obesity 2.299049e-01
BMI_Class 3 Obesity -3.053708e-01
GenHlth_Excellent 1.645848e-01
GenHlth_Very good 1.645848e-01
GenHlth_Good 1.645848e-01
GenHlth_Fair 1.645848e-01
GenHlth_Poor 1.645848e-01
MentHlth_0 -3.083718e-02
MentHlth_1-5 -3.083718e-02
MentHlth_6-10 -3.083718e-02
MentHlth_11-15 -3.083718e-02
MentHlth_16-20 -3.083718e-02
MentHlth_21-25 -3.083718e-02
MentHlth_26-30 -3.083718e-02
PhysHlth_0 -1.299423e-02
PhysHlth_1-5 -1.299423e-02
PhysHlth_6-10 -1.299423e-02
PhysHlth_11-15 -1.299423e-02
PhysHlth_16-20 -1.299423e-02
PhysHlth_21-25 -1.299423e-02
PhysHlth_26-30 -1.299423e-02
Education_Never attended school or only kinderg... 3.988316e-02
Education_Elementary 3.988316e-02
Education_Some high school 3.988316e-02
Education_High school graduate 3.988316e-02
Education_Some college or technical school 3.988316e-02
Education_College graduate 3.988316e-02
Income_Less than $10,000 1.211127e-01
Income_$10,000-$14,999 1.211127e-01
Income_$15,000-$19,999 1.211127e-01
Income_$20,000-$24,999 1.211127e-01
Income_$25,000-$34,999 1.211127e-01
Income_$35,000-$49,999 1.211127e-01
Income_$50,000-$74,999 1.211127e-01
Income_$75,000 or more 1.211127e-01
Sex_Female 4.360209e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 4.360209e-01
Age_65+ 0.000000e+00
PC53 \
HighBP 0.000000e+00
HighChol -2.944929e-17
CholCheck 4.812710e-17
Smoker -4.179341e-17
Stroke -4.389107e-17
HeartDiseaseorAttack 1.477971e-16
PhysActivity 2.032338e-17
Fruits -7.009359e-17
Veggies 7.097646e-17
HvyAlcoholConsump -6.330067e-17
AnyHealthcare -1.746017e-16
NoDocbcCost -8.426709e-17
DiffWalk 8.677006e-18
BMI_Underweight 3.100261e-01
BMI_Healthy weight 1.195504e-01
BMI_Overweight -2.603884e-02
BMI_Class 1 Obesity 1.549241e-02
BMI_Class 2 Obesity 3.895175e-01
BMI_Class 3 Obesity 5.687216e-01
GenHlth_Excellent 2.194099e-02
GenHlth_Very good 2.194099e-02
GenHlth_Good 2.194099e-02
GenHlth_Fair 2.194099e-02
GenHlth_Poor 2.194099e-02
MentHlth_0 -6.768891e-02
MentHlth_1-5 -6.768891e-02
MentHlth_6-10 -6.768891e-02
MentHlth_11-15 -6.768891e-02
MentHlth_16-20 -6.768891e-02
MentHlth_21-25 -6.768891e-02
MentHlth_26-30 -6.768891e-02
PhysHlth_0 1.293733e-01
PhysHlth_1-5 1.293733e-01
PhysHlth_6-10 1.293733e-01
PhysHlth_11-15 1.293733e-01
PhysHlth_16-20 1.293733e-01
PhysHlth_21-25 1.293733e-01
PhysHlth_26-30 1.293733e-01
Education_Never attended school or only kinderg... -8.404181e-02
Education_Elementary -8.404181e-02
Education_Some high school -8.404181e-02
Education_High school graduate -8.404181e-02
Education_Some college or technical school -8.404181e-02
Education_College graduate -8.404181e-02
Income_Less than $10,000 -1.312656e-01
Income_$10,000-$14,999 -1.312656e-01
Income_$15,000-$19,999 -1.312656e-01
Income_$20,000-$24,999 -1.312656e-01
Income_$25,000-$34,999 -1.312656e-01
Income_$35,000-$49,999 -1.312656e-01
Income_$50,000-$74,999 -1.312656e-01
Income_$75,000 or more -1.312656e-01
Sex_Female 2.020400e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 2.020400e-01
Age_65+ 0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol -7.853143e-17
CholCheck 5.167376e-16
Smoker -9.578113e-17
Stroke -4.956750e-16
HeartDiseaseorAttack -4.050185e-16
PhysActivity 1.325829e-16
Fruits -2.244736e-16
Veggies 7.205949e-18
HvyAlcoholConsump 6.343943e-17
AnyHealthcare -4.863019e-16
NoDocbcCost -1.742232e-16
DiffWalk 9.494152e-17
BMI_Underweight 1.367058e-01
BMI_Healthy weight -6.225048e-02
BMI_Overweight 6.685449e-02
BMI_Class 1 Obesity -3.930234e-02
BMI_Class 2 Obesity 3.716247e-01
BMI_Class 3 Obesity 1.216933e-01
GenHlth_Excellent 9.788181e-03
GenHlth_Very good 9.788181e-03
GenHlth_Good 9.788181e-03
GenHlth_Fair 9.788181e-03
GenHlth_Poor 9.788181e-03
MentHlth_0 7.628033e-02
MentHlth_1-5 7.628033e-02
MentHlth_6-10 7.628033e-02
MentHlth_11-15 7.628033e-02
MentHlth_16-20 7.628033e-02
MentHlth_21-25 7.628033e-02
MentHlth_26-30 7.628033e-02
PhysHlth_0 -3.146754e-01
PhysHlth_1-5 -3.146754e-01
PhysHlth_6-10 -3.146754e-01
PhysHlth_11-15 -3.146754e-01
PhysHlth_16-20 -3.146754e-01
PhysHlth_21-25 -3.146754e-01
PhysHlth_26-30 -3.146754e-01
Education_Never attended school or only kinderg... 2.402405e-02
Education_Elementary 2.402405e-02
Education_Some high school 2.402405e-02
Education_High school graduate 2.402405e-02
Education_Some college or technical school 2.402405e-02
Education_College graduate 2.402405e-02
Income_Less than $10,000 -9.809397e-02
Income_$10,000-$14,999 -9.809397e-02
Income_$15,000-$19,999 -9.809397e-02
Income_$20,000-$24,999 -9.809397e-02
Income_$25,000-$34,999 -9.809397e-02
Income_$35,000-$49,999 -9.809397e-02
Income_$50,000-$74,999 -9.809397e-02
Income_$75,000 or more -9.809397e-02
Sex_Female -4.307979e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -4.307979e-02
Age_65+ 0.000000e+00
PC55 \
HighBP 4.291547e-17
HighChol -2.781442e-17
CholCheck -3.660383e-16
Smoker -1.124718e-17
Stroke -1.538996e-16
HeartDiseaseorAttack -2.442014e-16
PhysActivity 1.413613e-18
Fruits -4.408395e-17
Veggies 3.379229e-16
HvyAlcoholConsump -2.367381e-16
AnyHealthcare 3.699959e-16
NoDocbcCost 2.736457e-16
DiffWalk 4.728168e-17
BMI_Underweight 1.267199e-01
BMI_Healthy weight 2.381848e-01
BMI_Overweight -1.059219e-01
BMI_Class 1 Obesity -2.543681e-02
BMI_Class 2 Obesity 8.309565e-02
BMI_Class 3 Obesity -5.573087e-02
GenHlth_Excellent -8.949253e-02
GenHlth_Very good -8.949253e-02
GenHlth_Good -8.949253e-02
GenHlth_Fair -8.949253e-02
GenHlth_Poor -8.949253e-02
MentHlth_0 2.660672e-01
MentHlth_1-5 2.660672e-01
MentHlth_6-10 2.660672e-01
MentHlth_11-15 2.660672e-01
MentHlth_16-20 2.660672e-01
MentHlth_21-25 2.660672e-01
MentHlth_26-30 2.660672e-01
PhysHlth_0 1.966348e-02
PhysHlth_1-5 1.966348e-02
PhysHlth_6-10 1.966348e-02
PhysHlth_11-15 1.966348e-02
PhysHlth_16-20 1.966348e-02
PhysHlth_21-25 1.966348e-02
PhysHlth_26-30 1.966348e-02
Education_Never attended school or only kinderg... -2.131891e-01
Education_Elementary -2.131891e-01
Education_Some high school -2.131891e-01
Education_High school graduate -2.131891e-01
Education_Some college or technical school -2.131891e-01
Education_College graduate -2.131891e-01
Income_Less than $10,000 9.616669e-02
Income_$10,000-$14,999 9.616669e-02
Income_$15,000-$19,999 9.616669e-02
Income_$20,000-$24,999 9.616669e-02
Income_$25,000-$34,999 9.616669e-02
Income_$35,000-$49,999 9.616669e-02
Income_$50,000-$74,999 9.616669e-02
Income_$75,000 or more 9.616669e-02
Sex_Female 1.008901e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.008901e-01
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 8.221259e-17
CholCheck -2.499796e-17
Smoker -3.893825e-17
Stroke -5.088243e-16
HeartDiseaseorAttack -2.216011e-16
PhysActivity 4.921486e-17
Fruits -7.829469e-17
Veggies 8.926339e-17
HvyAlcoholConsump -4.152546e-17
AnyHealthcare 5.432033e-16
NoDocbcCost 3.437822e-16
DiffWalk -1.453232e-16
BMI_Underweight 8.881815e-02
BMI_Healthy weight 8.152699e-01
BMI_Overweight 4.089226e-02
BMI_Class 1 Obesity 7.567551e-02
BMI_Class 2 Obesity 9.458822e-02
BMI_Class 3 Obesity -3.659129e-01
GenHlth_Excellent 1.668267e-01
GenHlth_Very good 1.668267e-01
GenHlth_Good 1.668267e-01
GenHlth_Fair 1.668267e-01
GenHlth_Poor 1.668267e-01
MentHlth_0 -6.286970e-02
MentHlth_1-5 -6.286970e-02
MentHlth_6-10 -6.286970e-02
MentHlth_11-15 -6.286970e-02
MentHlth_16-20 -6.286970e-02
MentHlth_21-25 -6.286970e-02
MentHlth_26-30 -6.286970e-02
PhysHlth_0 -2.260569e-02
PhysHlth_1-5 -2.260569e-02
PhysHlth_6-10 -2.260569e-02
PhysHlth_11-15 -2.260569e-02
PhysHlth_16-20 -2.260569e-02
PhysHlth_21-25 -2.260569e-02
PhysHlth_26-30 -2.260569e-02
Education_Never attended school or only kinderg... 6.317217e-03
Education_Elementary 6.317217e-03
Education_Some high school 6.317217e-03
Education_High school graduate 6.317217e-03
Education_Some college or technical school 6.317217e-03
Education_College graduate 6.317217e-03
Income_Less than $10,000 -2.732154e-02
Income_$10,000-$14,999 -2.732154e-02
Income_$15,000-$19,999 -2.732154e-02
Income_$20,000-$24,999 -2.732154e-02
Income_$25,000-$34,999 -2.732154e-02
Income_$35,000-$49,999 -2.732154e-02
Income_$50,000-$74,999 -2.732154e-02
Income_$75,000 or more -2.732154e-02
Sex_Female -1.726117e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.726117e-02
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 4.908214e-18 1.877392e-16
CholCheck -2.274164e-16 -4.715546e-16
Smoker 1.283987e-16 -1.373115e-16
Stroke 2.054734e-16 6.339187e-16
HeartDiseaseorAttack -1.996504e-16 -5.098880e-17
PhysActivity -1.285801e-16 -2.608660e-17
Fruits 1.658688e-16 7.282649e-17
Veggies 4.534553e-17 -1.085802e-16
HvyAlcoholConsump 9.917148e-17 -7.877332e-17
AnyHealthcare -1.903420e-16 -2.319059e-17
NoDocbcCost -6.128456e-17 -1.210417e-16
DiffWalk 7.757718e-17 3.662429e-16
BMI_Underweight 2.479011e-02 -1.873128e-01
BMI_Healthy weight 2.089421e-01 4.811064e-02
BMI_Overweight 3.519646e-01 6.909184e-02
BMI_Class 1 Obesity -1.426479e-01 -9.448869e-02
BMI_Class 2 Obesity 3.012093e-01 -3.477874e-01
BMI_Class 3 Obesity 1.241540e-01 4.911213e-01
GenHlth_Excellent -1.110684e-01 3.033272e-01
GenHlth_Very good -1.110684e-01 3.033272e-01
GenHlth_Good -1.110684e-01 3.033272e-01
GenHlth_Fair -1.110684e-01 3.033272e-01
GenHlth_Poor -1.110684e-01 3.033272e-01
MentHlth_0 1.101842e-01 1.246142e-01
MentHlth_1-5 1.101842e-01 1.246142e-01
MentHlth_6-10 1.101842e-01 1.246142e-01
MentHlth_11-15 1.101842e-01 1.246142e-01
MentHlth_16-20 1.101842e-01 1.246142e-01
MentHlth_21-25 1.101842e-01 1.246142e-01
MentHlth_26-30 1.101842e-01 1.246142e-01
PhysHlth_0 8.378058e-02 -1.321517e-02
PhysHlth_1-5 8.378058e-02 -1.321517e-02
PhysHlth_6-10 8.378058e-02 -1.321517e-02
PhysHlth_11-15 8.378058e-02 -1.321517e-02
PhysHlth_16-20 8.378058e-02 -1.321517e-02
PhysHlth_21-25 8.378058e-02 -1.321517e-02
PhysHlth_26-30 8.378058e-02 -1.321517e-02
Education_Never attended school or only kinderg... 2.792190e-01 3.700390e-02
Education_Elementary 2.792190e-01 3.700390e-02
Education_Some high school 2.792190e-01 3.700390e-02
Education_High school graduate 2.792190e-01 3.700390e-02
Education_Some college or technical school 2.792190e-01 3.700390e-02
Education_College graduate 2.792190e-01 3.700390e-02
Income_Less than $10,000 7.207912e-02 3.259022e-02
Income_$10,000-$14,999 7.207912e-02 3.259022e-02
Income_$15,000-$19,999 7.207912e-02 3.259022e-02
Income_$20,000-$24,999 7.207912e-02 3.259022e-02
Income_$25,000-$34,999 7.207912e-02 3.259022e-02
Income_$35,000-$49,999 7.207912e-02 3.259022e-02
Income_$50,000-$74,999 7.207912e-02 3.259022e-02
Income_$75,000 or more 7.207912e-02 3.259022e-02
Sex_Female -1.043634e-02 5.841610e-03
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 -1.043634e-02 5.841610e-03
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_28:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.145544 0.591279 0.612406 -0.208081 0.069500 1.024415 -0.233122
1 -0.425792 0.271023 -0.364651 -0.327626 -0.524494 0.480538 0.580247
2 -0.476443 -0.682248 -0.105498 -0.422280 0.014473 0.093358 0.163880
3 -0.465702 -0.708421 0.892930 -0.452104 -0.187328 0.456074 -0.851269
4 -1.135405 -0.334997 -0.617715 0.800611 -0.369702 0.723514 0.870631
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.124391 -0.377064 0.351407 ... 0.0 0.0 0.0 5.551115e-16
1 0.631310 0.450586 0.618008 ... 0.0 0.0 0.0 6.661338e-16
2 0.401401 0.821982 0.624155 ... 0.0 0.0 0.0 -1.110223e-16
3 -0.164073 0.039411 -0.135209 ... 0.0 0.0 0.0 1.110223e-16
4 0.396172 -0.400902 -0.303137 ... 0.0 0.0 0.0 1.110223e-16
PC53 PC54 PC55 PC56 PC57 \
0 -3.330669e-16 5.551115e-16 0.000000e+00 1.110223e-15 1.443290e-15
1 1.110223e-16 -1.665335e-16 -4.440892e-16 -4.440892e-16 7.771561e-16
2 -3.330669e-16 -5.551115e-17 0.000000e+00 -2.220446e-16 -6.661338e-16
3 5.551115e-17 3.330669e-16 0.000000e+00 3.330669e-16 -2.220446e-16
4 -3.330669e-16 -1.387779e-15 -4.440892e-16 -7.771561e-16 3.330669e-16
PC58
0 1.665335e-15
1 -1.110223e-16
2 -2.220446e-16
3 -4.440892e-16
4 7.771561e-16
[5 rows x 58 columns]
For Subset_28, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_29:
[1.32950762e-01 7.87412081e-02 6.81567070e-02 6.03729330e-02
5.78799993e-02 5.17011365e-02 4.87829859e-02 4.61712064e-02
4.46117214e-02 4.27892945e-02 4.09833036e-02 3.43866193e-02
2.89765207e-02 2.84325084e-02 2.69434958e-02 1.82786460e-02
1.72354614e-02 1.46076563e-02 1.41011994e-02 1.25685316e-02
1.17050620e-02 1.12523377e-02 1.08460564e-02 1.01529428e-02
9.91276593e-03 9.11381632e-03 8.32934433e-03 7.97681660e-03
6.72299886e-03 6.54984801e-03 6.42495486e-03 5.74891415e-03
5.70377928e-03 5.19977512e-03 4.57966673e-03 3.25949445e-03
2.75829888e-03 2.37125138e-03 1.51288284e-03 1.03978943e-03
1.67307452e-04 1.34058140e-17 6.97623332e-18 5.82995216e-18
5.12729792e-18 3.05180417e-18 1.26955247e-18 6.01982743e-20
6.63385111e-28 3.27101489e-34 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_29:
[0.13295076 0.21169197 0.27984868 0.34022161 0.39810161 0.44980275
0.49858573 0.54475694 0.58936866 0.63215795 0.67314126 0.70752788
0.7365044 0.76493691 0.7918804 0.81015905 0.82739451 0.84200217
0.85610336 0.8686719 0.88037696 0.8916293 0.90247535 0.9126283
0.92254106 0.93165488 0.93998422 0.94796104 0.95468404 0.96123389
0.96765884 0.97340775 0.97911153 0.98431131 0.98889098 0.99215047
0.99490877 0.99728002 0.9987929 0.99983269 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_29:
PC1 \
HighBP -2.072332e-01
HighChol -1.304841e-01
CholCheck 5.518419e-03
Smoker -2.805688e-01
Stroke -3.907462e-02
HeartDiseaseorAttack -9.373374e-02
PhysActivity 1.902703e-01
Fruits 1.713770e-01
Veggies 1.310587e-01
HvyAlcoholConsump -2.124498e-02
AnyHealthcare 5.185562e-02
NoDocbcCost -8.070212e-02
DiffWalk -1.755813e-01
BMI_Underweight -4.135903e-25
BMI_Healthy weight 5.169879e-26
BMI_Overweight 2.504217e-17
BMI_Class 1 Obesity -4.038968e-28
BMI_Class 2 Obesity 1.009742e-28
BMI_Class 3 Obesity 1.893266e-29
GenHlth_Excellent 1.771878e-01
GenHlth_Very good 2.041324e-01
GenHlth_Good -1.760217e-01
GenHlth_Fair -1.269331e-01
GenHlth_Poor -7.836538e-02
MentHlth_0 1.875612e-01
MentHlth_1-5 -5.578865e-02
MentHlth_6-10 -2.504233e-02
MentHlth_11-15 -2.490255e-02
MentHlth_16-20 -1.457702e-02
MentHlth_21-25 -5.677913e-03
MentHlth_26-30 -6.157271e-02
PhysHlth_0 2.608560e-01
PhysHlth_1-5 -6.561054e-02
PhysHlth_6-10 -3.021565e-02
PhysHlth_11-15 -2.804403e-02
PhysHlth_16-20 -1.528854e-02
PhysHlth_21-25 -9.607645e-03
PhysHlth_26-30 -1.120896e-01
Education_Never attended school or only kinderg... -7.422810e-04
Education_Elementary -1.671996e-02
Education_Some high school -3.741646e-02
Education_High school graduate -2.263064e-01
Education_Some college or technical school -1.467942e-01
Education_College graduate 4.279793e-01
Income_Less than $10,000 -4.268558e-02
Income_$10,000-$14,999 -4.544124e-02
Income_$15,000-$19,999 -5.481365e-02
Income_$20,000-$24,999 -5.973171e-02
Income_$25,000-$34,999 -5.872141e-02
Income_$35,000-$49,999 -8.246918e-02
Income_$50,000-$74,999 -8.640808e-02
Income_$75,000 or more 4.302709e-01
Sex_Female 0.000000e+00
Sex_Male 2.504217e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 2.504217e-17
Age_65+ 0.000000e+00
PC2 \
HighBP -2.587881e-01
HighChol -3.213231e-01
CholCheck -4.625146e-02
Smoker 7.566976e-02
Stroke -2.950733e-02
HeartDiseaseorAttack -7.232964e-02
PhysActivity -4.238843e-02
Fruits -4.528875e-02
Veggies -4.563898e-02
HvyAlcoholConsump 4.678046e-03
AnyHealthcare -3.354782e-02
NoDocbcCost -3.548353e-02
DiffWalk -1.178257e-01
BMI_Underweight -1.355253e-20
BMI_Healthy weight 0.000000e+00
BMI_Overweight -1.084038e-17
BMI_Class 1 Obesity 4.235165e-22
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -2.646978e-23
GenHlth_Excellent 8.407334e-02
GenHlth_Very good 1.103496e-01
GenHlth_Good -5.855532e-02
GenHlth_Fair -7.845511e-02
GenHlth_Poor -5.741254e-02
MentHlth_0 2.945640e-01
MentHlth_1-5 -1.661176e-01
MentHlth_6-10 -3.440872e-02
MentHlth_11-15 -2.387895e-02
MentHlth_16-20 -1.554797e-02
MentHlth_21-25 -6.570874e-03
MentHlth_26-30 -4.803992e-02
PhysHlth_0 4.664620e-01
PhysHlth_1-5 -2.903299e-01
PhysHlth_6-10 -4.215035e-02
PhysHlth_11-15 -2.530998e-02
PhysHlth_16-20 -1.351553e-02
PhysHlth_21-25 -6.906979e-03
PhysHlth_26-30 -8.824927e-02
Education_Never attended school or only kinderg... -2.073569e-04
Education_Elementary -4.080871e-03
Education_Some high school -8.937422e-03
Education_High school graduate 2.388627e-01
Education_Some college or technical school 1.819051e-01
Education_College graduate -4.075421e-01
Income_Less than $10,000 -1.259043e-02
Income_$10,000-$14,999 -1.416302e-02
Income_$15,000-$19,999 -9.496686e-03
Income_$20,000-$24,999 1.573083e-04
Income_$25,000-$34,999 2.590230e-02
Income_$35,000-$49,999 8.515965e-02
Income_$50,000-$74,999 1.398976e-01
Income_$75,000 or more -2.148667e-01
Sex_Female 0.000000e+00
Sex_Male -1.083832e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.083832e-17
Age_65+ 0.000000e+00
PC3 \
HighBP 9.849060e-02
HighChol 1.347489e-01
CholCheck 7.463567e-03
Smoker 7.468754e-02
Stroke 1.770755e-03
HeartDiseaseorAttack 2.458368e-03
PhysActivity -8.157921e-03
Fruits -6.603090e-02
Veggies -2.215095e-02
HvyAlcoholConsump 2.892030e-03
AnyHealthcare 1.288182e-02
NoDocbcCost -1.083409e-03
DiffWalk -5.143169e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight -8.673617e-19
BMI_Overweight -7.583323e-18
BMI_Class 1 Obesity 5.421011e-20
BMI_Class 2 Obesity -2.710505e-20
BMI_Class 3 Obesity 6.776264e-21
GenHlth_Excellent -3.606804e-01
GenHlth_Very good 7.788799e-01
GenHlth_Good -4.302046e-01
GenHlth_Fair 4.895304e-03
GenHlth_Poor 7.109858e-03
MentHlth_0 -7.802367e-02
MentHlth_1-5 6.583381e-02
MentHlth_6-10 3.462780e-03
MentHlth_11-15 3.135804e-03
MentHlth_16-20 1.988249e-03
MentHlth_21-25 -2.865780e-04
MentHlth_26-30 3.889603e-03
PhysHlth_0 -5.704908e-02
PhysHlth_1-5 6.236164e-02
PhysHlth_6-10 -4.790623e-03
PhysHlth_11-15 -2.008280e-03
PhysHlth_16-20 4.915594e-04
PhysHlth_21-25 6.788122e-04
PhysHlth_26-30 3.159629e-04
Education_Never attended school or only kinderg... -3.338593e-04
Education_Elementary -4.373496e-03
Education_Some high school -4.517463e-03
Education_High school graduate -2.715709e-02
Education_Some college or technical school 1.127084e-01
Education_College graduate -7.632645e-02
Income_Less than $10,000 -3.823972e-03
Income_$10,000-$14,999 -2.161757e-03
Income_$15,000-$19,999 -1.002004e-02
Income_$20,000-$24,999 -3.336804e-03
Income_$25,000-$34,999 -1.194300e-03
Income_$35,000-$49,999 1.287470e-02
Income_$50,000-$74,999 3.713026e-02
Income_$75,000 or more -2.946808e-02
Sex_Female 0.000000e+00
Sex_Male -7.683809e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -7.683809e-18
Age_65+ 0.000000e+00
PC4 \
HighBP 4.537700e-01
HighChol 5.260187e-01
CholCheck 3.995920e-02
Smoker 1.495949e-01
Stroke 5.670748e-03
HeartDiseaseorAttack 5.325634e-02
PhysActivity -3.208280e-02
Fruits -2.152475e-01
Veggies -6.684419e-02
HvyAlcoholConsump 2.810902e-02
AnyHealthcare 2.744660e-02
NoDocbcCost -4.226633e-02
DiffWalk -5.684896e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight -6.938894e-18
BMI_Overweight -2.955161e-17
BMI_Class 1 Obesity -8.673617e-19
BMI_Class 2 Obesity 2.168404e-19
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -9.836588e-02
GenHlth_Very good 3.370023e-03
GenHlth_Good 1.714660e-01
GenHlth_Fair -4.104834e-02
GenHlth_Poor -3.542176e-02
MentHlth_0 2.427539e-01
MentHlth_1-5 -1.657060e-01
MentHlth_6-10 -2.233859e-02
MentHlth_11-15 -1.496704e-02
MentHlth_16-20 -6.046432e-03
MentHlth_21-25 -4.420625e-03
MentHlth_26-30 -2.927523e-02
PhysHlth_0 3.637423e-01
PhysHlth_1-5 -2.574500e-01
PhysHlth_6-10 -2.082877e-02
PhysHlth_11-15 -1.476061e-02
PhysHlth_16-20 -4.106836e-03
PhysHlth_21-25 -4.094026e-03
PhysHlth_26-30 -6.250199e-02
Education_Never attended school or only kinderg... 1.352752e-04
Education_Elementary -2.871317e-03
Education_Some high school -2.398433e-03
Education_High school graduate 1.389033e-01
Education_Some college or technical school -2.186574e-01
Education_College graduate 8.488855e-02
Income_Less than $10,000 -1.507312e-02
Income_$10,000-$14,999 -1.175170e-02
Income_$15,000-$19,999 -1.153880e-02
Income_$20,000-$24,999 -1.473822e-02
Income_$25,000-$34,999 -1.854827e-02
Income_$35,000-$49,999 -1.943184e-02
Income_$50,000-$74,999 -5.197778e-02
Income_$75,000 or more 1.430597e-01
Sex_Female -0.000000e+00
Sex_Male -2.838976e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.838976e-17
Age_65+ -0.000000e+00
PC5 \
HighBP 2.387770e-01
HighChol 2.252776e-01
CholCheck 2.689155e-02
Smoker 3.308264e-02
Stroke -5.456403e-04
HeartDiseaseorAttack 3.500462e-02
PhysActivity 1.544286e-01
Fruits 5.083518e-01
Veggies 2.650577e-01
HvyAlcoholConsump 2.952788e-04
AnyHealthcare 1.778832e-02
NoDocbcCost -7.975952e-03
DiffWalk -2.936006e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight -1.387779e-17
BMI_Overweight 1.031235e-16
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -4.336809e-19
GenHlth_Excellent -2.573213e-03
GenHlth_Very good -6.059722e-02
GenHlth_Good 1.067853e-01
GenHlth_Fair -2.907531e-02
GenHlth_Poor -1.453960e-02
MentHlth_0 7.264423e-02
MentHlth_1-5 -3.777781e-02
MentHlth_6-10 -7.102862e-03
MentHlth_11-15 -7.641506e-03
MentHlth_16-20 -3.385986e-03
MentHlth_21-25 -5.983324e-04
MentHlth_26-30 -1.613774e-02
PhysHlth_0 7.504037e-02
PhysHlth_1-5 -4.278867e-02
PhysHlth_6-10 -2.465695e-04
PhysHlth_11-15 -5.210619e-03
PhysHlth_16-20 -1.298261e-03
PhysHlth_21-25 -1.923956e-03
PhysHlth_26-30 -2.357229e-02
Education_Never attended school or only kinderg... -3.788552e-04
Education_Elementary -3.068815e-03
Education_Some high school -1.078410e-02
Education_High school graduate -3.520917e-01
Education_Some college or technical school 5.770506e-01
Education_College graduate -2.107272e-01
Income_Less than $10,000 -1.753011e-02
Income_$10,000-$14,999 -1.150032e-02
Income_$15,000-$19,999 -1.467038e-02
Income_$20,000-$24,999 -6.535376e-03
Income_$25,000-$34,999 -6.154536e-03
Income_$35,000-$49,999 -5.074379e-03
Income_$50,000-$74,999 3.326884e-02
Income_$75,000 or more 2.819625e-02
Sex_Female 0.000000e+00
Sex_Male 1.050249e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.050249e-16
Age_65+ 0.000000e+00
PC6 \
HighBP 5.441815e-02
HighChol 3.976294e-02
CholCheck 1.136278e-02
Smoker 5.549466e-02
Stroke 7.656318e-03
HeartDiseaseorAttack 1.677842e-02
PhysActivity 4.960304e-02
Fruits 6.450640e-01
Veggies 2.432289e-01
HvyAlcoholConsump -1.762657e-02
AnyHealthcare -1.337913e-02
NoDocbcCost 2.160031e-02
DiffWalk 1.408567e-02
BMI_Underweight -1.110223e-16
BMI_Healthy weight -1.110223e-16
BMI_Overweight 1.538265e-16
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -4.700818e-02
GenHlth_Very good 6.810671e-02
GenHlth_Good -4.849911e-02
GenHlth_Fair 1.763988e-02
GenHlth_Poor 9.760690e-03
MentHlth_0 4.988735e-02
MentHlth_1-5 -4.306898e-02
MentHlth_6-10 -4.558071e-03
MentHlth_11-15 7.573722e-04
MentHlth_16-20 4.657202e-04
MentHlth_21-25 1.919599e-04
MentHlth_26-30 -3.675349e-03
PhysHlth_0 -3.012947e-02
PhysHlth_1-5 2.408881e-03
PhysHlth_6-10 3.883796e-03
PhysHlth_11-15 9.846906e-03
PhysHlth_16-20 3.408956e-03
PhysHlth_21-25 2.409572e-03
PhysHlth_26-30 8.171362e-03
Education_Never attended school or only kinderg... -3.209209e-04
Education_Elementary 3.459457e-03
Education_Some high school -1.585926e-04
Education_High school graduate 3.520179e-01
Education_Some college or technical school -4.631745e-01
Education_College graduate 1.081766e-01
Income_Less than $10,000 2.610643e-04
Income_$10,000-$14,999 7.806472e-04
Income_$15,000-$19,999 1.456490e-02
Income_$20,000-$24,999 1.189068e-02
Income_$25,000-$34,999 1.743530e-02
Income_$35,000-$49,999 6.385863e-02
Income_$50,000-$74,999 2.074390e-01
Income_$75,000 or more -3.162302e-01
Sex_Female -0.000000e+00
Sex_Male 1.087586e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.087586e-16
Age_65+ -0.000000e+00
PC7 \
HighBP -2.799062e-02
HighChol -6.145184e-02
CholCheck 4.414610e-03
Smoker 6.089760e-01
Stroke 2.163791e-02
HeartDiseaseorAttack 4.783906e-02
PhysActivity -5.863656e-02
Fruits 1.344276e-01
Veggies 1.088664e-01
HvyAlcoholConsump 3.581563e-02
AnyHealthcare 2.659166e-03
NoDocbcCost 2.018866e-02
DiffWalk 1.377531e-01
BMI_Underweight -1.110223e-16
BMI_Healthy weight -0.000000e+00
BMI_Overweight -7.053884e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 1.110223e-16
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent 2.546160e-01
GenHlth_Very good -8.882123e-02
GenHlth_Good -3.791665e-01
GenHlth_Fair 1.283686e-01
GenHlth_Poor 8.500312e-02
MentHlth_0 -6.755359e-02
MentHlth_1-5 -1.085466e-02
MentHlth_6-10 5.602582e-03
MentHlth_11-15 1.174250e-02
MentHlth_16-20 8.995628e-03
MentHlth_21-25 3.364290e-03
MentHlth_26-30 4.870324e-02
PhysHlth_0 -9.323759e-03
PhysHlth_1-5 -1.323984e-01
PhysHlth_6-10 -1.374970e-03
PhysHlth_11-15 1.364318e-02
PhysHlth_16-20 1.113086e-02
PhysHlth_21-25 7.531188e-03
PhysHlth_26-30 1.107919e-01
Education_Never attended school or only kinderg... -4.809376e-04
Education_Elementary 7.031918e-03
Education_Some high school 2.422702e-02
Education_High school graduate 1.192564e-01
Education_Some college or technical school -3.582351e-02
Education_College graduate -1.142108e-01
Income_Less than $10,000 2.113552e-02
Income_$10,000-$14,999 2.792632e-02
Income_$15,000-$19,999 2.384304e-02
Income_$20,000-$24,999 1.153948e-02
Income_$25,000-$34,999 -1.758736e-02
Income_$35,000-$49,999 -6.369146e-02
Income_$50,000-$74,999 -3.583237e-01
Income_$75,000 or more 3.551582e-01
Sex_Female -0.000000e+00
Sex_Male 4.918126e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 4.918126e-17
Age_65+ -0.000000e+00
PC8 \
HighBP -2.245609e-01
HighChol -1.485738e-01
CholCheck -7.544585e-03
Smoker 3.814347e-01
Stroke -3.473147e-02
HeartDiseaseorAttack -5.242155e-02
PhysActivity 5.994011e-02
Fruits 5.539447e-02
Veggies 1.022302e-01
HvyAlcoholConsump 1.915490e-02
AnyHealthcare 1.862247e-02
NoDocbcCost -5.185456e-02
DiffWalk -1.352458e-01
BMI_Underweight 2.081668e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 1.487730e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity -2.081668e-17
GenHlth_Excellent -4.084548e-01
GenHlth_Very good 1.334921e-01
GenHlth_Good 5.385460e-01
GenHlth_Fair -1.654320e-01
GenHlth_Poor -9.815133e-02
MentHlth_0 9.220133e-02
MentHlth_1-5 7.905467e-03
MentHlth_6-10 -9.933979e-03
MentHlth_11-15 -1.811764e-02
MentHlth_16-20 -9.240734e-03
MentHlth_21-25 -4.618916e-03
MentHlth_26-30 -5.819553e-02
PhysHlth_0 -1.101209e-01
PhysHlth_1-5 2.572725e-01
PhysHlth_6-10 2.881044e-03
PhysHlth_11-15 -1.245528e-02
PhysHlth_16-20 -1.059138e-02
PhysHlth_21-25 -7.389631e-03
PhysHlth_26-30 -1.195963e-01
Education_Never attended school or only kinderg... -6.667138e-04
Education_Elementary -1.556281e-02
Education_Some high school -2.295380e-02
Education_High school graduate 1.267719e-01
Education_Some college or technical school -2.655057e-02
Education_College graduate -6.103803e-02
Income_Less than $10,000 -3.418394e-02
Income_$10,000-$14,999 -2.971207e-02
Income_$15,000-$19,999 -2.276054e-02
Income_$20,000-$24,999 -2.667338e-02
Income_$25,000-$34,999 -3.159976e-02
Income_$35,000-$49,999 -2.920219e-02
Income_$50,000-$74,999 -1.135604e-01
Income_$75,000 or more 2.876923e-01
Sex_Female 0.000000e+00
Sex_Male 5.494128e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 5.494128e-17
Age_65+ 0.000000e+00
PC9 \
HighBP 1.113090e-01
HighChol 2.836930e-02
CholCheck 1.567817e-02
Smoker -3.255288e-01
Stroke 7.107796e-03
HeartDiseaseorAttack 2.036860e-02
PhysActivity -6.330811e-02
Fruits 2.079251e-02
Veggies -3.046662e-02
HvyAlcoholConsump -3.751185e-02
AnyHealthcare 1.141002e-02
NoDocbcCost -2.249491e-02
DiffWalk 3.805535e-02
BMI_Underweight 8.326673e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 7.284689e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent 6.605775e-02
GenHlth_Very good -4.112346e-03
GenHlth_Good -1.360171e-01
GenHlth_Fair 5.729072e-02
GenHlth_Poor 1.678101e-02
MentHlth_0 5.167520e-01
MentHlth_1-5 -3.983653e-01
MentHlth_6-10 -4.108401e-02
MentHlth_11-15 -2.054916e-02
MentHlth_16-20 -9.594116e-03
MentHlth_21-25 -2.733118e-03
MentHlth_26-30 -4.442631e-02
PhysHlth_0 -3.745853e-01
PhysHlth_1-5 2.981619e-01
PhysHlth_6-10 1.824383e-02
PhysHlth_11-15 7.549468e-03
PhysHlth_16-20 3.848843e-03
PhysHlth_21-25 3.536626e-03
PhysHlth_26-30 4.324464e-02
Education_Never attended school or only kinderg... 5.772791e-05
Education_Elementary -1.141173e-03
Education_Some high school -9.012625e-03
Education_High school graduate 2.340155e-01
Education_Some college or technical school 3.155880e-02
Education_College graduate -2.554783e-01
Income_Less than $10,000 -2.578787e-03
Income_$10,000-$14,999 -4.520236e-03
Income_$15,000-$19,999 2.192413e-03
Income_$20,000-$24,999 5.054015e-03
Income_$25,000-$34,999 6.158274e-03
Income_$35,000-$49,999 -1.524332e-02
Income_$50,000-$74,999 -1.714983e-01
Income_$75,000 or more 1.804360e-01
Sex_Female 0.000000e+00
Sex_Male -1.725605e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.725605e-17
Age_65+ 0.000000e+00
PC10 ... \
HighBP -7.650729e-02 ...
HighChol -5.976714e-02 ...
CholCheck -1.357309e-02 ...
Smoker 4.513221e-01 ...
Stroke 1.325781e-02 ...
HeartDiseaseorAttack 4.022898e-02 ...
PhysActivity -2.467280e-02 ...
Fruits -1.423957e-01 ...
Veggies -4.325782e-03 ...
HvyAlcoholConsump 1.426804e-03 ...
AnyHealthcare -6.025338e-03 ...
NoDocbcCost -2.532082e-03 ...
DiffWalk 4.834549e-02 ...
BMI_Underweight 4.163336e-17 ...
BMI_Healthy weight -8.326673e-17 ...
BMI_Overweight -1.671067e-16 ...
BMI_Class 1 Obesity 2.220446e-16 ...
BMI_Class 2 Obesity 0.000000e+00 ...
BMI_Class 3 Obesity -2.862294e-17 ...
GenHlth_Excellent 2.686332e-02 ...
GenHlth_Very good -1.704621e-02 ...
GenHlth_Good -7.089111e-02 ...
GenHlth_Fair 3.846002e-02 ...
GenHlth_Poor 2.261398e-02 ...
MentHlth_0 3.958265e-01 ...
MentHlth_1-5 -3.334852e-01 ...
MentHlth_6-10 -2.604850e-02 ...
MentHlth_11-15 -1.380995e-02 ...
MentHlth_16-20 -6.395639e-03 ...
MentHlth_21-25 -2.238527e-03 ...
MentHlth_26-30 -1.384869e-02 ...
PhysHlth_0 -1.574126e-01 ...
PhysHlth_1-5 8.493760e-02 ...
PhysHlth_6-10 1.564194e-02 ...
PhysHlth_11-15 6.095301e-03 ...
PhysHlth_16-20 -1.952241e-03 ...
PhysHlth_21-25 4.830565e-04 ...
PhysHlth_26-30 5.220690e-02 ...
Education_Never attended school or only kinderg... -2.110977e-04 ...
Education_Elementary 1.013267e-02 ...
Education_Some high school 3.267340e-02 ...
Education_High school graduate -4.133758e-01 ...
Education_Some college or technical school 1.267745e-02 ...
Education_College graduate 3.581034e-01 ...
Income_Less than $10,000 1.234031e-03 ...
Income_$10,000-$14,999 3.391415e-03 ...
Income_$15,000-$19,999 1.033414e-03 ...
Income_$20,000-$24,999 -7.771750e-04 ...
Income_$25,000-$34,999 -1.730328e-03 ...
Income_$35,000-$49,999 2.097107e-02 ...
Income_$50,000-$74,999 2.603270e-01 ...
Income_$75,000 or more -2.844494e-01 ...
Sex_Female 0.000000e+00 ...
Sex_Male -5.097889e-18 ...
Age_18-29 0.000000e+00 ...
Age_30-49 0.000000e+00 ...
Age_50-64 -5.097889e-18 ...
Age_65+ 0.000000e+00 ...
PC49 \
HighBP -0.000000e+00
HighChol 8.170414e-23
CholCheck -1.533837e-21
Smoker -3.046085e-22
Stroke -2.818178e-22
HeartDiseaseorAttack 4.159646e-21
PhysActivity -3.150339e-22
Fruits 3.430975e-21
Veggies -1.687630e-20
HvyAlcoholConsump 4.882399e-22
AnyHealthcare 1.987753e-21
NoDocbcCost 5.434415e-22
DiffWalk -5.604268e-22
BMI_Underweight -1.156570e-06
BMI_Healthy weight -1.234810e-06
BMI_Overweight 2.610269e-06
BMI_Class 1 Obesity 2.407194e-07
BMI_Class 2 Obesity -6.659311e-07
BMI_Class 3 Obesity 1.102933e-06
GenHlth_Excellent -4.172703e-07
GenHlth_Very good -4.172703e-07
GenHlth_Good -4.172703e-07
GenHlth_Fair -4.172703e-07
GenHlth_Poor -4.172703e-07
MentHlth_0 -3.880724e-07
MentHlth_1-5 -3.880724e-07
MentHlth_6-10 -3.880724e-07
MentHlth_11-15 -3.880724e-07
MentHlth_16-20 -3.880724e-07
MentHlth_21-25 -3.880724e-07
MentHlth_26-30 -3.880724e-07
PhysHlth_0 9.309568e-07
PhysHlth_1-5 9.309568e-07
PhysHlth_6-10 9.309568e-07
PhysHlth_11-15 9.309568e-07
PhysHlth_16-20 9.309568e-07
PhysHlth_21-25 9.309568e-07
PhysHlth_26-30 9.309568e-07
Education_Never attended school or only kinderg... 3.356519e-07
Education_Elementary 3.356519e-07
Education_Some high school 3.356519e-07
Education_High school graduate 3.356519e-07
Education_Some college or technical school 3.356519e-07
Education_College graduate 3.356519e-07
Income_Less than $10,000 -1.535878e-06
Income_$10,000-$14,999 -1.535878e-06
Income_$15,000-$19,999 -1.535878e-06
Income_$20,000-$24,999 -1.535878e-06
Income_$25,000-$34,999 -1.535878e-06
Income_$35,000-$49,999 -1.535878e-06
Income_$50,000-$74,999 -1.535878e-06
Income_$75,000 or more -1.535878e-06
Sex_Female -1.391867e-07
Sex_Male -7.070972e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 7.071164e-01
Age_65+ -0.000000e+00
PC50 PC51 PC52 \
HighBP -0.000000e+00 0.0 -0.0
HighChol 9.739893e-30 0.0 -0.0
CholCheck -1.855528e-28 0.0 -0.0
Smoker -3.441311e-29 0.0 -0.0
Stroke -9.506613e-29 0.0 -0.0
HeartDiseaseorAttack 6.127546e-28 0.0 -0.0
PhysActivity -9.830675e-30 0.0 -0.0
Fruits 4.828685e-28 0.0 -0.0
Veggies -2.319989e-27 0.0 -0.0
HvyAlcoholConsump 2.560294e-29 0.0 -0.0
AnyHealthcare 2.451106e-28 0.0 -0.0
NoDocbcCost 5.985799e-29 0.0 -0.0
DiffWalk -2.205395e-29 0.0 -0.0
BMI_Underweight -1.608970e-13 0.0 -0.0
BMI_Healthy weight -1.717598e-13 0.0 -0.0
BMI_Overweight 3.632034e-13 0.0 -0.0
BMI_Class 1 Obesity 3.352068e-14 0.0 -0.0
BMI_Class 2 Obesity -9.264883e-14 0.0 -0.0
BMI_Class 3 Obesity 1.534921e-13 0.0 -0.0
GenHlth_Excellent -5.805942e-14 0.0 -0.0
GenHlth_Very good -5.805942e-14 0.0 -0.0
GenHlth_Good -5.805942e-14 0.0 -0.0
GenHlth_Fair -5.805942e-14 0.0 -0.0
GenHlth_Poor -5.805942e-14 0.0 -0.0
MentHlth_0 -5.400099e-14 0.0 -0.0
MentHlth_1-5 -5.400099e-14 0.0 -0.0
MentHlth_6-10 -5.400099e-14 0.0 -0.0
MentHlth_11-15 -5.400099e-14 0.0 -0.0
MentHlth_16-20 -5.400099e-14 0.0 -0.0
MentHlth_21-25 -5.400099e-14 0.0 -0.0
MentHlth_26-30 -5.400099e-14 0.0 -0.0
PhysHlth_0 1.295317e-13 0.0 -0.0
PhysHlth_1-5 1.295317e-13 0.0 -0.0
PhysHlth_6-10 1.295317e-13 0.0 -0.0
PhysHlth_11-15 1.295317e-13 0.0 -0.0
PhysHlth_16-20 1.295317e-13 0.0 -0.0
PhysHlth_21-25 1.295317e-13 0.0 -0.0
PhysHlth_26-30 1.295317e-13 0.0 -0.0
Education_Never attended school or only kinderg... 4.673384e-14 0.0 -0.0
Education_Elementary 4.673384e-14 0.0 -0.0
Education_Some high school 4.673384e-14 0.0 -0.0
Education_High school graduate 4.673384e-14 0.0 -0.0
Education_Some college or technical school 4.673384e-14 0.0 -0.0
Education_College graduate 4.673384e-14 0.0 -0.0
Income_Less than $10,000 -2.136629e-13 0.0 -0.0
Income_$10,000-$14,999 -2.136629e-13 0.0 -0.0
Income_$15,000-$19,999 -2.136629e-13 0.0 -0.0
Income_$20,000-$24,999 -2.136629e-13 0.0 -0.0
Income_$25,000-$34,999 -2.136629e-13 0.0 -0.0
Income_$35,000-$49,999 -2.136629e-13 0.0 -0.0
Income_$50,000-$74,999 -2.136629e-13 0.0 -0.0
Income_$75,000 or more -2.136629e-13 0.0 -0.0
Sex_Female 1.000000e+00 0.0 -0.0
Sex_Male -9.841856e-08 0.0 -0.0
Age_18-29 -0.000000e+00 0.0 1.0
Age_30-49 -0.000000e+00 0.0 -0.0
Age_50-64 9.842123e-08 0.0 -0.0
Age_65+ -0.000000e+00 1.0 -0.0
PC53 PC54 \
HighBP 0.0 0.000000e+00
HighChol 0.0 -2.878077e-17
CholCheck 0.0 -6.336523e-17
Smoker 0.0 -6.787455e-17
Stroke 0.0 -2.073920e-16
HeartDiseaseorAttack 0.0 -4.341539e-17
PhysActivity 0.0 -7.057274e-17
Fruits 0.0 -8.094911e-17
Veggies 0.0 3.904997e-16
HvyAlcoholConsump 0.0 -1.757325e-17
AnyHealthcare 0.0 2.668373e-16
NoDocbcCost 0.0 3.094709e-16
DiffWalk 0.0 -3.245881e-16
BMI_Underweight 0.0 -2.141238e-01
BMI_Healthy weight 0.0 -1.163113e-01
BMI_Overweight 0.0 -2.469076e-01
BMI_Class 1 Obesity 0.0 6.036699e-01
BMI_Class 2 Obesity 0.0 -1.319180e-01
BMI_Class 3 Obesity 0.0 3.206229e-01
GenHlth_Excellent 0.0 -3.659103e-02
GenHlth_Very good 0.0 -3.659103e-02
GenHlth_Good 0.0 -3.659103e-02
GenHlth_Fair 0.0 -3.659103e-02
GenHlth_Poor 0.0 -3.659103e-02
MentHlth_0 0.0 3.993740e-02
MentHlth_1-5 0.0 3.993740e-02
MentHlth_6-10 0.0 3.993740e-02
MentHlth_11-15 0.0 3.993740e-02
MentHlth_16-20 0.0 3.993740e-02
MentHlth_21-25 0.0 3.993740e-02
MentHlth_26-30 0.0 3.993740e-02
PhysHlth_0 0.0 -1.946127e-01
PhysHlth_1-5 0.0 -1.946127e-01
PhysHlth_6-10 0.0 -1.946127e-01
PhysHlth_11-15 0.0 -1.946127e-01
PhysHlth_16-20 0.0 -1.946127e-01
PhysHlth_21-25 0.0 -1.946127e-01
PhysHlth_26-30 0.0 -1.946127e-01
Education_Never attended school or only kinderg... 0.0 1.322764e-01
Education_Elementary 0.0 1.322764e-01
Education_Some high school 0.0 1.322764e-01
Education_High school graduate 0.0 1.322764e-01
Education_Some college or technical school 0.0 1.322764e-01
Education_College graduate 0.0 1.322764e-01
Income_Less than $10,000 0.0 2.108392e-02
Income_$10,000-$14,999 0.0 2.108392e-02
Income_$15,000-$19,999 0.0 2.108392e-02
Income_$20,000-$24,999 0.0 2.108392e-02
Income_$25,000-$34,999 0.0 2.108392e-02
Income_$35,000-$49,999 0.0 2.108392e-02
Income_$50,000-$74,999 0.0 2.108392e-02
Income_$75,000 or more 0.0 2.108392e-02
Sex_Female 0.0 -1.387779e-17
Sex_Male 0.0 4.197533e-02
Age_18-29 0.0 0.000000e+00
Age_30-49 1.0 0.000000e+00
Age_50-64 0.0 4.197555e-02
Age_65+ 0.0 0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 3.346602e-17
CholCheck 2.053467e-16
Smoker 1.847688e-18
Stroke -7.095131e-16
HeartDiseaseorAttack 1.308520e-16
PhysActivity 3.726995e-17
Fruits 4.740574e-17
Veggies -3.906563e-16
HvyAlcoholConsump -4.289033e-18
AnyHealthcare -2.515618e-16
NoDocbcCost -1.904679e-16
DiffWalk 1.259309e-16
BMI_Underweight -1.621938e-01
BMI_Healthy weight -1.583935e-01
BMI_Overweight 5.936114e-01
BMI_Class 1 Obesity 3.423426e-01
BMI_Class 2 Obesity -5.469551e-02
BMI_Class 3 Obesity -5.762751e-01
GenHlth_Excellent 1.222314e-01
GenHlth_Very good 1.222314e-01
GenHlth_Good 1.222314e-01
GenHlth_Fair 1.222314e-01
GenHlth_Poor 1.222314e-01
MentHlth_0 -2.709240e-02
MentHlth_1-5 -2.709240e-02
MentHlth_6-10 -2.709240e-02
MentHlth_11-15 -2.709240e-02
MentHlth_16-20 -2.709240e-02
MentHlth_21-25 -2.709240e-02
MentHlth_26-30 -2.709240e-02
PhysHlth_0 -8.865776e-02
PhysHlth_1-5 -8.865776e-02
PhysHlth_6-10 -8.865776e-02
PhysHlth_11-15 -8.865776e-02
PhysHlth_16-20 -8.865776e-02
PhysHlth_21-25 -8.865776e-02
PhysHlth_26-30 -8.865776e-02
Education_Never attended school or only kinderg... -2.590801e-02
Education_Elementary -2.590801e-02
Education_Some high school -2.590801e-02
Education_High school graduate -2.590801e-02
Education_Some college or technical school -2.590801e-02
Education_College graduate -2.590801e-02
Income_Less than $10,000 -1.881669e-02
Income_$10,000-$14,999 -1.881669e-02
Income_$15,000-$19,999 -1.881669e-02
Income_$20,000-$24,999 -1.881669e-02
Income_$25,000-$34,999 -1.881669e-02
Income_$35,000-$49,999 -1.881669e-02
Income_$50,000-$74,999 -1.881669e-02
Income_$75,000 or more -1.881669e-02
Sex_Female 0.000000e+00
Sex_Male -3.335639e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -3.335667e-02
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 6.157747e-17
CholCheck -2.750761e-16
Smoker -1.633301e-16
Stroke 7.769590e-16
HeartDiseaseorAttack -1.814349e-16
PhysActivity 7.269819e-18
Fruits -1.014936e-16
Veggies 1.546563e-16
HvyAlcoholConsump 2.076013e-16
AnyHealthcare 2.205901e-16
NoDocbcCost -2.687661e-17
DiffWalk -1.779271e-16
BMI_Underweight 2.001541e-01
BMI_Healthy weight -1.367919e-01
BMI_Overweight 4.332457e-02
BMI_Class 1 Obesity 4.298792e-01
BMI_Class 2 Obesity 6.973791e-01
BMI_Class 3 Obesity 2.092837e-01
GenHlth_Excellent 2.193587e-02
GenHlth_Very good 2.193587e-02
GenHlth_Good 2.193587e-02
GenHlth_Fair 2.193587e-02
GenHlth_Poor 2.193587e-02
MentHlth_0 3.192628e-02
MentHlth_1-5 3.192628e-02
MentHlth_6-10 3.192628e-02
MentHlth_11-15 3.192628e-02
MentHlth_16-20 3.192628e-02
MentHlth_21-25 3.192628e-02
MentHlth_26-30 3.192628e-02
PhysHlth_0 5.098618e-02
PhysHlth_1-5 5.098618e-02
PhysHlth_6-10 5.098618e-02
PhysHlth_11-15 5.098618e-02
PhysHlth_16-20 5.098618e-02
PhysHlth_21-25 5.098618e-02
PhysHlth_26-30 5.098618e-02
Education_Never attended school or only kinderg... -1.761010e-01
Education_Elementary -1.761010e-01
Education_Some high school -1.761010e-01
Education_High school graduate -1.761010e-01
Education_Some college or technical school -1.761010e-01
Education_College graduate -1.761010e-01
Income_Less than $10,000 3.550842e-02
Income_$10,000-$14,999 3.550842e-02
Income_$15,000-$19,999 3.550842e-02
Income_$20,000-$24,999 3.550842e-02
Income_$25,000-$34,999 3.550842e-02
Income_$35,000-$49,999 3.550842e-02
Income_$50,000-$74,999 3.550842e-02
Income_$75,000 or more 3.550842e-02
Sex_Female 0.000000e+00
Sex_Male 1.614764e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.614816e-02
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 2.811145e-17 4.819106e-17
CholCheck -1.170044e-16 2.699579e-16
Smoker -4.513908e-17 6.248758e-17
Stroke 3.806006e-16 -1.212248e-16
HeartDiseaseorAttack 1.012821e-17 1.061983e-16
PhysActivity -2.692997e-17 1.062088e-16
Fruits -2.116816e-17 -1.536680e-16
Veggies 3.353396e-16 2.701966e-16
HvyAlcoholConsump 5.859142e-17 -1.464148e-16
AnyHealthcare -4.053019e-16 -2.214491e-16
NoDocbcCost -3.471414e-16 -6.153246e-16
DiffWalk 8.038048e-17 -2.443280e-16
BMI_Underweight 2.341697e-01 -1.358868e-01
BMI_Healthy weight 1.967372e-01 7.212290e-01
BMI_Overweight -4.305514e-01 7.581251e-03
BMI_Class 1 Obesity 4.927285e-01 1.136686e-01
BMI_Class 2 Obesity -2.155415e-01 -1.084516e-01
BMI_Class 3 Obesity -4.452083e-01 2.459194e-01
GenHlth_Excellent -4.682312e-02 2.437658e-01
GenHlth_Very good -4.682312e-02 2.437658e-01
GenHlth_Good -4.682312e-02 2.437658e-01
GenHlth_Fair -4.682312e-02 2.437658e-01
GenHlth_Poor -4.682312e-02 2.437658e-01
MentHlth_0 -8.765007e-02 -1.451338e-02
MentHlth_1-5 -8.765007e-02 -1.451338e-02
MentHlth_6-10 -8.765007e-02 -1.451338e-02
MentHlth_11-15 -8.765007e-02 -1.451338e-02
MentHlth_16-20 -8.765007e-02 -1.451338e-02
MentHlth_21-25 -8.765007e-02 -1.451338e-02
MentHlth_26-30 -8.765007e-02 -1.451338e-02
PhysHlth_0 1.536516e-01 -1.843117e-02
PhysHlth_1-5 1.536516e-01 -1.843117e-02
PhysHlth_6-10 1.536516e-01 -1.843117e-02
PhysHlth_11-15 1.536516e-01 -1.843117e-02
PhysHlth_16-20 1.536516e-01 -1.843117e-02
PhysHlth_21-25 1.536516e-01 -1.843117e-02
PhysHlth_26-30 1.536516e-01 -1.843117e-02
Education_Never attended school or only kinderg... 4.899726e-03 -9.319753e-02
Education_Elementary 4.899726e-03 -9.319753e-02
Education_Some high school 4.899726e-03 -9.319753e-02
Education_High school graduate 4.899726e-03 -9.319753e-02
Education_Some college or technical school 4.899726e-03 -9.319753e-02
Education_College graduate 4.899726e-03 -9.319753e-02
Income_Less than $10,000 1.610156e-02 -5.308910e-02
Income_$10,000-$14,999 1.610156e-02 -5.308910e-02
Income_$15,000-$19,999 1.610156e-02 -5.308910e-02
Income_$20,000-$24,999 1.610156e-02 -5.308910e-02
Income_$25,000-$34,999 1.610156e-02 -5.308910e-02
Income_$35,000-$49,999 1.610156e-02 -5.308910e-02
Income_$50,000-$74,999 1.610156e-02 -5.308910e-02
Income_$75,000 or more 1.610156e-02 -5.308910e-02
Sex_Female 0.000000e+00 0.000000e+00
Sex_Male 2.659835e-02 1.618284e-02
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 2.659864e-02 1.618306e-02
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_29:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.533268 0.627977 -0.392879 0.101035 1.122173 0.142863 -0.434886
1 0.045689 -1.680662 0.938284 0.041394 -0.599021 -0.625858 -0.408243
2 0.316496 0.531230 0.564827 0.478942 -0.507359 -0.134912 0.014079
3 0.970782 -0.115175 0.515657 0.424927 -0.365995 -0.378753 -0.219388
4 0.762004 -0.329369 -0.759458 0.377775 0.309740 0.149705 -0.375306
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.448895 -0.479864 0.482680 ... 0.0 0.0 0.0 0.0 0.0
1 -0.122338 -0.058551 -0.490666 ... 0.0 0.0 0.0 0.0 0.0
2 0.085600 0.594108 -0.759971 ... 0.0 0.0 0.0 0.0 0.0
3 -0.102210 0.104614 0.011508 ... 0.0 0.0 0.0 0.0 0.0
4 0.358238 -0.006498 -0.184733 ... 0.0 0.0 0.0 0.0 0.0
PC54 PC55 PC56 PC57 PC58
0 -5.551115e-17 2.220446e-16 -6.245005e-17 5.551115e-17 -8.326673e-17
1 -4.440892e-16 4.440892e-16 -2.289835e-16 1.110223e-16 -8.326673e-17
2 1.110223e-16 -1.110223e-16 2.151057e-16 2.220446e-16 8.326673e-17
3 0.000000e+00 0.000000e+00 1.040834e-16 2.220446e-16 1.942890e-16
4 0.000000e+00 1.110223e-16 4.857226e-17 2.220446e-16 -1.387779e-16
[5 rows x 58 columns]
For Subset_29, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_30:
[1.25565780e-01 7.83239420e-02 6.48174018e-02 5.83544811e-02
5.36902715e-02 5.10086842e-02 5.08577415e-02 4.52294319e-02
4.40859565e-02 4.32635840e-02 3.97264558e-02 3.40199633e-02
2.95272455e-02 2.69208732e-02 2.17653479e-02 1.98187842e-02
1.84159912e-02 1.68919842e-02 1.62898971e-02 1.33494541e-02
1.25821180e-02 1.22911076e-02 1.15978599e-02 1.11466039e-02
1.00359986e-02 9.95259167e-03 9.27588539e-03 8.53193403e-03
8.29944079e-03 8.12610727e-03 7.10406769e-03 6.83826180e-03
6.30193719e-03 5.87667545e-03 5.54673052e-03 4.05072193e-03
3.48507670e-03 2.65984050e-03 2.31369572e-03 1.88898900e-03
1.71084878e-04 1.07377424e-17 7.16692970e-18 3.91887945e-18
2.22243905e-18 7.94563594e-19 8.66502134e-33 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_30:
[0.12556578 0.20388972 0.26870712 0.32706161 0.38075188 0.43176056
0.4826183 0.52784773 0.57193369 0.61519727 0.65492373 0.68894369
0.71847094 0.74539181 0.76715716 0.78697594 0.80539194 0.82228392
0.83857382 0.85192327 0.86450539 0.8767965 0.88839436 0.89954096
0.90957696 0.91952955 0.92880544 0.93733737 0.94563681 0.95376292
0.96086699 0.96770525 0.97400719 0.97988386 0.98543059 0.98948131
0.99296639 0.99562623 0.99793993 0.99982892 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_30:
PC1 \
HighBP -2.213395e-01
HighChol -1.943346e-01
CholCheck -7.128265e-04
Smoker -2.205539e-01
Stroke -5.014445e-02
HeartDiseaseorAttack -7.454843e-02
PhysActivity 2.023169e-01
Fruits 1.619464e-01
Veggies 1.197386e-01
HvyAlcoholConsump 1.029812e-02
AnyHealthcare 4.053836e-02
NoDocbcCost -1.242483e-01
DiffWalk -2.400037e-01
BMI_Underweight -8.271806e-25
BMI_Healthy weight -3.101927e-25
BMI_Overweight 4.543383e-19
BMI_Class 1 Obesity 4.038968e-28
BMI_Class 2 Obesity 1.009742e-28
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.661487e-01
GenHlth_Very good 2.457157e-01
GenHlth_Good -1.633399e-01
GenHlth_Fair -1.598516e-01
GenHlth_Poor -8.867294e-02
MentHlth_0 2.802854e-01
MentHlth_1-5 -7.068091e-02
MentHlth_6-10 -4.258515e-02
MentHlth_11-15 -3.671581e-02
MentHlth_16-20 -1.987500e-02
MentHlth_21-25 -1.296563e-02
MentHlth_26-30 -9.746293e-02
PhysHlth_0 3.448159e-01
PhysHlth_1-5 -8.998283e-02
PhysHlth_6-10 -4.416579e-02
PhysHlth_11-15 -4.188598e-02
PhysHlth_16-20 -2.226237e-02
PhysHlth_21-25 -1.396273e-02
PhysHlth_26-30 -1.325562e-01
Education_Never attended school or only kinderg... -6.487782e-04
Education_Elementary -1.238925e-02
Education_Some high school -3.819884e-02
Education_High school graduate -1.873195e-01
Education_Some college or technical school -1.116862e-01
Education_College graduate 3.502426e-01
Income_Less than $10,000 -6.753221e-02
Income_$10,000-$14,999 -6.142527e-02
Income_$15,000-$19,999 -5.975631e-02
Income_$20,000-$24,999 -5.329281e-02
Income_$25,000-$34,999 -5.036680e-02
Income_$35,000-$49,999 -4.528347e-02
Income_$50,000-$74,999 -1.817501e-03
Income_$75,000 or more 3.394744e-01
Sex_Female 4.543383e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 4.543383e-19
Age_65+ -0.000000e+00
PC2 \
HighBP 2.896854e-02
HighChol 9.940410e-02
CholCheck 1.345327e-02
Smoker -1.157067e-01
Stroke 1.138047e-02
HeartDiseaseorAttack 1.733905e-02
PhysActivity 3.005098e-02
Fruits 9.412800e-02
Veggies 6.276993e-02
HvyAlcoholConsump 1.175019e-02
AnyHealthcare 2.627791e-02
NoDocbcCost 2.121235e-02
DiffWalk 8.412956e-02
BMI_Underweight 5.421011e-20
BMI_Healthy weight -8.131516e-20
BMI_Overweight -4.690486e-19
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 2.117582e-22
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -4.064242e-02
GenHlth_Very good -5.895157e-02
GenHlth_Good 1.529428e-02
GenHlth_Fair 5.263091e-02
GenHlth_Poor 3.166881e-02
MentHlth_0 -3.894481e-01
MentHlth_1-5 2.682363e-01
MentHlth_6-10 4.066327e-02
MentHlth_11-15 1.992695e-02
MentHlth_16-20 1.248042e-02
MentHlth_21-25 5.017181e-03
MentHlth_26-30 4.312405e-02
PhysHlth_0 -4.169456e-01
PhysHlth_1-5 2.853067e-01
PhysHlth_6-10 2.910161e-02
PhysHlth_11-15 2.681335e-02
PhysHlth_16-20 1.189347e-02
PhysHlth_21-25 7.371431e-03
PhysHlth_26-30 5.645902e-02
Education_Never attended school or only kinderg... 5.979527e-05
Education_Elementary 3.167916e-04
Education_Some high school -2.461754e-03
Education_High school graduate -2.014363e-01
Education_Some college or technical school -2.739261e-01
Education_College graduate 4.774475e-01
Income_Less than $10,000 -1.800312e-03
Income_$10,000-$14,999 2.655099e-04
Income_$15,000-$19,999 -1.554322e-02
Income_$20,000-$24,999 -2.585520e-02
Income_$25,000-$34,999 -4.396768e-02
Income_$35,000-$49,999 -8.512664e-02
Income_$50,000-$74,999 -1.234119e-01
Income_$75,000 or more 2.954394e-01
Sex_Female -4.662711e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -4.662711e-19
Age_65+ -0.000000e+00
PC3 \
HighBP -6.307425e-02
HighChol 2.113537e-02
CholCheck -6.551811e-03
Smoker 1.007785e-01
Stroke -1.185373e-02
HeartDiseaseorAttack -1.292286e-02
PhysActivity 3.460136e-02
Fruits -1.503423e-02
Veggies 2.882156e-02
HvyAlcoholConsump 1.205475e-02
AnyHealthcare 7.487162e-03
NoDocbcCost -4.631877e-03
DiffWalk -3.272501e-02
BMI_Underweight 3.469447e-18
BMI_Healthy weight -0.000000e+00
BMI_Overweight 2.180526e-19
BMI_Class 1 Obesity 1.084202e-19
BMI_Class 2 Obesity 2.710505e-20
BMI_Class 3 Obesity 6.776264e-21
GenHlth_Excellent -2.663594e-01
GenHlth_Very good 6.799862e-01
GenHlth_Good -3.994252e-01
GenHlth_Fair -1.172250e-02
GenHlth_Poor -2.479045e-03
MentHlth_0 -2.827551e-01
MentHlth_1-5 2.462818e-01
MentHlth_6-10 1.643907e-02
MentHlth_11-15 9.047324e-03
MentHlth_16-20 5.028306e-03
MentHlth_21-25 -1.488416e-04
MentHlth_26-30 6.107445e-03
PhysHlth_0 -3.728189e-02
PhysHlth_1-5 7.124195e-02
PhysHlth_6-10 -5.657222e-03
PhysHlth_11-15 -8.251975e-03
PhysHlth_16-20 6.308803e-04
PhysHlth_21-25 -1.355895e-03
PhysHlth_26-30 -1.932585e-02
Education_Never attended school or only kinderg... -4.420900e-04
Education_Elementary -7.975551e-03
Education_Some high school -1.456752e-02
Education_High school graduate -8.527877e-02
Education_Some college or technical school 3.042072e-01
Education_College graduate -1.959432e-01
Income_Less than $10,000 -1.703054e-02
Income_$10,000-$14,999 -5.147786e-03
Income_$15,000-$19,999 -1.279631e-02
Income_$20,000-$24,999 -8.615146e-03
Income_$25,000-$34,999 -6.848633e-03
Income_$35,000-$49,999 8.636134e-03
Income_$50,000-$74,999 3.691575e-02
Income_$75,000 or more 4.886529e-03
Sex_Female 1.733997e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.733997e-19
Age_65+ -0.000000e+00
PC4 \
HighBP -2.353651e-01
HighChol -2.523133e-01
CholCheck -9.127206e-03
Smoker -9.215831e-02
Stroke -1.501812e-02
HeartDiseaseorAttack -2.689481e-02
PhysActivity 1.204751e-01
Fruits 1.730726e-01
Veggies 9.613198e-02
HvyAlcoholConsump -8.281862e-03
AnyHealthcare 8.369285e-03
NoDocbcCost -8.946713e-03
DiffWalk -3.651041e-02
BMI_Underweight -1.387779e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight 3.084749e-18
BMI_Class 1 Obesity -4.336809e-19
BMI_Class 2 Obesity 2.168404e-19
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 2.125168e-01
GenHlth_Very good -3.158849e-01
GenHlth_Good 1.603184e-01
GenHlth_Fair -3.320247e-02
GenHlth_Poor -2.374790e-02
MentHlth_0 -8.211448e-02
MentHlth_1-5 9.486874e-02
MentHlth_6-10 7.060257e-03
MentHlth_11-15 -6.125605e-03
MentHlth_16-20 -2.656813e-03
MentHlth_21-25 4.391997e-04
MentHlth_26-30 -1.147130e-02
PhysHlth_0 -1.515497e-01
PhysHlth_1-5 1.607003e-01
PhysHlth_6-10 1.136491e-02
PhysHlth_11-15 1.463259e-03
PhysHlth_16-20 1.530488e-03
PhysHlth_21-25 -1.598292e-03
PhysHlth_26-30 -2.191099e-02
Education_Never attended school or only kinderg... -8.753722e-05
Education_Elementary -2.660806e-03
Education_Some high school -1.656002e-02
Education_High school graduate -3.775298e-01
Education_Some college or technical school 6.163739e-01
Education_College graduate -2.195357e-01
Income_Less than $10,000 -2.759485e-02
Income_$10,000-$14,999 -1.828006e-02
Income_$15,000-$19,999 -1.723127e-02
Income_$20,000-$24,999 -1.809626e-02
Income_$25,000-$34,999 -1.032926e-02
Income_$35,000-$49,999 1.244774e-02
Income_$50,000-$74,999 4.679924e-03
Income_$75,000 or more 7.440403e-02
Sex_Female -3.415301e-20
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -3.415301e-20
Age_65+ 0.000000e+00
PC5 \
HighBP 4.453275e-01
HighChol 5.148316e-01
CholCheck 3.723565e-02
Smoker -1.486956e-01
Stroke 1.505801e-02
HeartDiseaseorAttack 2.811866e-02
PhysActivity 5.924121e-02
Fruits 1.925842e-01
Veggies 7.501268e-02
HvyAlcoholConsump -2.338980e-02
AnyHealthcare 2.391265e-02
NoDocbcCost -3.860591e-02
DiffWalk -1.231278e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 2.775558e-17
BMI_Overweight -4.161851e-19
BMI_Class 1 Obesity -1.734723e-18
BMI_Class 2 Obesity -1.734723e-18
BMI_Class 3 Obesity -4.336809e-19
GenHlth_Excellent -2.211847e-01
GenHlth_Very good 1.275136e-01
GenHlth_Good 1.390659e-01
GenHlth_Fair -2.727495e-02
GenHlth_Poor -1.811987e-02
MentHlth_0 3.562234e-01
MentHlth_1-5 -2.621142e-01
MentHlth_6-10 -3.032575e-02
MentHlth_11-15 -1.617234e-02
MentHlth_16-20 -6.121877e-03
MentHlth_21-25 -4.095093e-03
MentHlth_26-30 -3.739413e-02
PhysHlth_0 -1.193480e-01
PhysHlth_1-5 1.432010e-01
PhysHlth_6-10 2.233226e-03
PhysHlth_11-15 4.702976e-03
PhysHlth_16-20 -2.668206e-03
PhysHlth_21-25 -6.311689e-04
PhysHlth_26-30 -2.748980e-02
Education_Never attended school or only kinderg... 1.204995e-04
Education_Elementary 8.753588e-04
Education_Some high school -4.879027e-03
Education_High school graduate -2.797291e-01
Education_Some college or technical school 2.410232e-01
Education_College graduate 4.258905e-02
Income_Less than $10,000 -8.332401e-03
Income_$10,000-$14,999 -1.663861e-02
Income_$15,000-$19,999 -1.596946e-02
Income_$20,000-$24,999 -2.136289e-02
Income_$25,000-$34,999 -2.714648e-02
Income_$35,000-$49,999 4.399721e-03
Income_$50,000-$74,999 5.131180e-02
Income_$75,000 or more 3.373832e-02
Sex_Female -1.193051e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.193051e-19
Age_65+ 0.000000e+00
PC6 \
HighBP 1.322121e-01
HighChol 2.577669e-01
CholCheck 1.227560e-02
Smoker 3.044951e-01
Stroke 1.537535e-02
HeartDiseaseorAttack 3.311821e-02
PhysActivity -9.426496e-02
Fruits -3.296239e-01
Veggies -8.346888e-02
HvyAlcoholConsump 5.305464e-02
AnyHealthcare 1.826990e-02
NoDocbcCost -1.546054e-02
DiffWalk 3.078310e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -5.551115e-17
BMI_Overweight -4.507856e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent 9.077374e-02
GenHlth_Very good -1.218714e-01
GenHlth_Good -1.289907e-02
GenHlth_Fair 2.137596e-02
GenHlth_Poor 2.262081e-02
MentHlth_0 -9.388496e-02
MentHlth_1-5 4.252676e-02
MentHlth_6-10 5.146904e-03
MentHlth_11-15 8.046299e-03
MentHlth_16-20 5.821153e-03
MentHlth_21-25 1.387653e-03
MentHlth_26-30 3.095619e-02
PhysHlth_0 2.579559e-01
PhysHlth_1-5 -2.735267e-01
PhysHlth_6-10 -8.702702e-03
PhysHlth_11-15 -3.961547e-03
PhysHlth_16-20 3.826763e-03
PhysHlth_21-25 7.629453e-04
PhysHlth_26-30 2.364534e-02
Education_Never attended school or only kinderg... -3.248462e-04
Education_Elementary -1.494200e-03
Education_Some high school 1.110614e-02
Education_High school graduate -1.465593e-01
Education_Some college or technical school 1.902929e-01
Education_College graduate -5.302066e-02
Income_Less than $10,000 8.209437e-03
Income_$10,000-$14,999 9.946682e-03
Income_$15,000-$19,999 -2.421263e-03
Income_$20,000-$24,999 -1.686208e-02
Income_$25,000-$34,999 -3.008540e-02
Income_$35,000-$49,999 -1.154655e-01
Income_$50,000-$74,999 -3.898004e-01
Income_$75,000 or more 5.364785e-01
Sex_Female 1.057798e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.057798e-19
Age_65+ -0.000000e+00
PC7 \
HighBP 1.669370e-01
HighChol 2.501549e-01
CholCheck 7.057857e-03
Smoker -9.142354e-02
Stroke -8.119340e-03
HeartDiseaseorAttack -9.064096e-03
PhysActivity 1.542712e-01
Fruits 1.914457e-01
Veggies 6.569152e-02
HvyAlcoholConsump 7.791891e-03
AnyHealthcare 1.043288e-03
NoDocbcCost -7.917698e-03
DiffWalk -1.314800e-01
BMI_Underweight -1.110223e-16
BMI_Healthy weight 1.110223e-16
BMI_Overweight 6.885756e-17
BMI_Class 1 Obesity 1.387779e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -2.745864e-02
GenHlth_Very good -9.606271e-02
GenHlth_Good 2.805753e-01
GenHlth_Fair -1.031967e-01
GenHlth_Poor -5.385731e-02
MentHlth_0 -3.965088e-01
MentHlth_1-5 3.929824e-01
MentHlth_6-10 1.936281e-02
MentHlth_11-15 1.963161e-03
MentHlth_16-20 -3.069285e-04
MentHlth_21-25 -7.285487e-05
MentHlth_26-30 -1.741983e-02
PhysHlth_0 4.371012e-01
PhysHlth_1-5 -2.820847e-01
PhysHlth_6-10 -2.211931e-02
PhysHlth_11-15 -1.930072e-02
PhysHlth_16-20 -1.195944e-02
PhysHlth_21-25 -5.837875e-03
PhysHlth_26-30 -9.579910e-02
Education_Never attended school or only kinderg... 3.973349e-04
Education_Elementary -1.732516e-03
Education_Some high school -8.058409e-03
Education_High school graduate -7.278593e-02
Education_Some college or technical school 1.893184e-03
Education_College graduate 8.028634e-02
Income_Less than $10,000 -2.601529e-02
Income_$10,000-$14,999 -1.749658e-02
Income_$15,000-$19,999 -8.966135e-03
Income_$20,000-$24,999 -6.803144e-03
Income_$25,000-$34,999 2.317223e-02
Income_$35,000-$49,999 4.594273e-02
Income_$50,000-$74,999 2.272065e-01
Income_$75,000 or more -2.370403e-01
Sex_Female 5.168904e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 5.168904e-19
Age_65+ 0.000000e+00
PC8 \
HighBP -1.480734e-01
HighChol -5.209823e-02
CholCheck -2.126128e-03
Smoker 3.933064e-01
Stroke -3.936317e-02
HeartDiseaseorAttack -6.773766e-02
PhysActivity 1.218446e-01
Fruits -1.773911e-01
Veggies 1.398226e-02
HvyAlcoholConsump 4.986292e-02
AnyHealthcare 1.889529e-02
NoDocbcCost -7.832156e-02
DiffWalk -2.477830e-01
BMI_Underweight -5.551115e-17
BMI_Healthy weight -1.110223e-16
BMI_Overweight -4.159578e-18
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent -2.880256e-01
GenHlth_Very good 1.075365e-01
GenHlth_Good 5.547416e-01
GenHlth_Fair -2.503873e-01
GenHlth_Poor -1.238652e-01
MentHlth_0 7.518064e-02
MentHlth_1-5 7.935561e-02
MentHlth_6-10 -1.399401e-02
MentHlth_11-15 -2.708495e-02
MentHlth_16-20 -1.407887e-02
MentHlth_21-25 -8.186527e-03
MentHlth_26-30 -9.119189e-02
PhysHlth_0 -5.252283e-02
PhysHlth_1-5 3.095664e-01
PhysHlth_6-10 -6.557308e-03
PhysHlth_11-15 -2.849763e-02
PhysHlth_16-20 -2.379085e-02
PhysHlth_21-25 -1.548007e-02
PhysHlth_26-30 -1.827177e-01
Education_Never attended school or only kinderg... -1.161032e-03
Education_Elementary -1.766227e-02
Education_Some high school -2.910754e-02
Education_High school graduate 1.597736e-01
Education_Some college or technical school -6.812274e-02
Education_College graduate -4.371999e-02
Income_Less than $10,000 -6.151100e-02
Income_$10,000-$14,999 -5.145530e-02
Income_$15,000-$19,999 -2.820079e-02
Income_$20,000-$24,999 -1.638070e-02
Income_$25,000-$34,999 7.219156e-03
Income_$35,000-$49,999 -1.094538e-02
Income_$50,000-$74,999 1.606628e-02
Income_$75,000 or more 1.452077e-01
Sex_Female 8.581625e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 8.581625e-19
Age_65+ 0.000000e+00
PC9 \
HighBP -4.328911e-02
HighChol 1.005837e-02
CholCheck -2.376537e-03
Smoker 7.675438e-01
Stroke 2.190478e-02
HeartDiseaseorAttack 4.187791e-02
PhysActivity 1.146678e-01
Fruits 4.356103e-01
Veggies 2.082359e-01
HvyAlcoholConsump 4.833713e-02
AnyHealthcare 1.146116e-03
NoDocbcCost 3.601650e-02
DiffWalk 1.064695e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 6.844748e-17
BMI_Class 1 Obesity -1.387779e-16
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 8.326673e-17
GenHlth_Excellent 8.348733e-02
GenHlth_Very good -4.992704e-02
GenHlth_Good -1.404867e-01
GenHlth_Fair 5.331909e-02
GenHlth_Poor 5.360735e-02
MentHlth_0 5.462458e-02
MentHlth_1-5 -1.047228e-01
MentHlth_6-10 -5.189623e-03
MentHlth_11-15 5.899729e-03
MentHlth_16-20 9.284760e-03
MentHlth_21-25 2.076387e-03
MentHlth_26-30 3.802692e-02
PhysHlth_0 -2.002280e-02
PhysHlth_1-5 -9.097569e-02
PhysHlth_6-10 6.527319e-03
PhysHlth_11-15 1.131416e-02
PhysHlth_16-20 9.223257e-03
PhysHlth_21-25 4.216495e-03
PhysHlth_26-30 7.971727e-02
Education_Never attended school or only kinderg... -5.845944e-04
Education_Elementary -1.877781e-03
Education_Some high school 9.890639e-03
Education_High school graduate -1.351640e-01
Education_Some college or technical school -4.214031e-02
Education_College graduate 1.698760e-01
Income_Less than $10,000 4.299290e-03
Income_$10,000-$14,999 1.804993e-02
Income_$15,000-$19,999 8.038449e-03
Income_$20,000-$24,999 -1.135650e-02
Income_$25,000-$34,999 -1.269740e-02
Income_$35,000-$49,999 -4.371031e-02
Income_$50,000-$74,999 1.356083e-01
Income_$75,000 or more -9.823175e-02
Sex_Female -3.495458e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -3.495458e-19
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP 7.678711e-02 ... -0.0
HighChol 5.625023e-02 ... -0.0
CholCheck 1.690811e-02 ... -0.0
Smoker -1.103581e-01 ... -0.0
Stroke 1.856874e-03 ... -0.0
HeartDiseaseorAttack 6.974288e-03 ... -0.0
PhysActivity 1.372909e-01 ... -0.0
Fruits 5.729439e-01 ... -0.0
Veggies 1.698663e-01 ... -0.0
HvyAlcoholConsump -2.523589e-02 ... -0.0
AnyHealthcare -3.742949e-03 ... -0.0
NoDocbcCost -2.918099e-02 ... -0.0
DiffWalk -9.976304e-03 ... -0.0
BMI_Underweight -5.551115e-17 ... -0.0
BMI_Healthy weight 1.110223e-16 ... -0.0
BMI_Overweight 4.708262e-19 ... -0.0
BMI_Class 1 Obesity 2.220446e-16 ... -0.0
BMI_Class 2 Obesity -0.000000e+00 ... -0.0
BMI_Class 3 Obesity -0.000000e+00 ... -0.0
GenHlth_Excellent 7.921775e-03 ... -0.0
GenHlth_Very good -1.725728e-02 ... -0.0
GenHlth_Good -2.766247e-03 ... -0.0
GenHlth_Fair 1.746983e-02 ... -0.0
GenHlth_Poor -5.368078e-03 ... -0.0
MentHlth_0 -4.054022e-02 ... -0.0
MentHlth_1-5 6.691026e-02 ... -0.0
MentHlth_6-10 -2.198850e-03 ... -0.0
MentHlth_11-15 -4.919799e-03 ... -0.0
MentHlth_16-20 -3.225358e-03 ... -0.0
MentHlth_21-25 -1.768720e-04 ... -0.0
MentHlth_26-30 -1.584916e-02 ... -0.0
PhysHlth_0 -1.240288e-02 ... -0.0
PhysHlth_1-5 1.327640e-02 ... -0.0
PhysHlth_6-10 4.932533e-04 ... -0.0
PhysHlth_11-15 6.123986e-03 ... -0.0
PhysHlth_16-20 -2.280508e-03 ... -0.0
PhysHlth_21-25 1.376783e-03 ... -0.0
PhysHlth_26-30 -6.587030e-03 ... -0.0
Education_Never attended school or only kinderg... 2.625897e-04 ... -0.0
Education_Elementary -6.231378e-04 ... -0.0
Education_Some high school -2.208732e-02 ... -0.0
Education_High school graduate 4.880182e-01 ... -0.0
Education_Some college or technical school -8.116773e-02 ... -0.0
Education_College graduate -3.844026e-01 ... -0.0
Income_Less than $10,000 6.798605e-03 ... -0.0
Income_$10,000-$14,999 7.511491e-03 ... -0.0
Income_$15,000-$19,999 1.648249e-02 ... -0.0
Income_$20,000-$24,999 1.861563e-02 ... -0.0
Income_$25,000-$34,999 1.674794e-02 ... -0.0
Income_$35,000-$49,999 -2.448212e-02 ... -0.0
Income_$50,000-$74,999 -3.353591e-01 ... -0.0
Income_$75,000 or more 2.936851e-01 ... -0.0
Sex_Female -1.927941e-19 ... -0.0
Sex_Male -0.000000e+00 ... 1.0
Age_18-29 -0.000000e+00 ... -0.0
Age_30-49 -0.000000e+00 ... -0.0
Age_50-64 -1.927941e-19 ... -0.0
Age_65+ -0.000000e+00 ... -0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.000000e+00
HighChol 0.0 0.0 1.253019e-17
CholCheck 0.0 0.0 9.509149e-18
Smoker 0.0 0.0 -1.966526e-17
Stroke 0.0 0.0 -1.045470e-16
HeartDiseaseorAttack 0.0 0.0 -1.417316e-16
PhysActivity 0.0 0.0 -1.648762e-17
Fruits 0.0 0.0 2.348552e-17
Veggies 0.0 0.0 -7.198906e-17
HvyAlcoholConsump 0.0 0.0 1.797227e-17
AnyHealthcare 0.0 0.0 1.478405e-16
NoDocbcCost 0.0 0.0 1.097843e-16
DiffWalk 0.0 0.0 4.192954e-17
BMI_Underweight 0.0 0.0 1.328832e-02
BMI_Healthy weight 0.0 0.0 -1.224431e-01
BMI_Overweight 0.0 0.0 1.350988e-01
BMI_Class 1 Obesity 0.0 0.0 1.284634e-01
BMI_Class 2 Obesity 0.0 0.0 1.282561e-01
BMI_Class 3 Obesity 0.0 0.0 -2.010977e-01
GenHlth_Excellent 0.0 0.0 4.575186e-02
GenHlth_Very good 0.0 0.0 4.575186e-02
GenHlth_Good 0.0 0.0 4.575186e-02
GenHlth_Fair 0.0 0.0 4.575186e-02
GenHlth_Poor 0.0 0.0 4.575186e-02
MentHlth_0 0.0 0.0 -1.104369e-01
MentHlth_1-5 0.0 0.0 -1.104369e-01
MentHlth_6-10 0.0 0.0 -1.104369e-01
MentHlth_11-15 0.0 0.0 -1.104369e-01
MentHlth_16-20 0.0 0.0 -1.104369e-01
MentHlth_21-25 0.0 0.0 -1.104369e-01
MentHlth_26-30 0.0 0.0 -1.104369e-01
PhysHlth_0 0.0 0.0 4.329028e-02
PhysHlth_1-5 0.0 0.0 4.329028e-02
PhysHlth_6-10 0.0 0.0 4.329028e-02
PhysHlth_11-15 0.0 0.0 4.329028e-02
PhysHlth_16-20 0.0 0.0 4.329028e-02
PhysHlth_21-25 0.0 0.0 4.329028e-02
PhysHlth_26-30 0.0 0.0 4.329028e-02
Education_Never attended school or only kinderg... 0.0 0.0 -4.286179e-02
Education_Elementary 0.0 0.0 -4.286179e-02
Education_Some high school 0.0 0.0 -4.286179e-02
Education_High school graduate 0.0 0.0 -4.286179e-02
Education_Some college or technical school 0.0 0.0 -4.286179e-02
Education_College graduate 0.0 0.0 -4.286179e-02
Income_Less than $10,000 0.0 0.0 3.087275e-02
Income_$10,000-$14,999 0.0 0.0 3.087275e-02
Income_$15,000-$19,999 0.0 0.0 3.087275e-02
Income_$20,000-$24,999 0.0 0.0 3.087275e-02
Income_$25,000-$34,999 0.0 0.0 3.087275e-02
Income_$35,000-$49,999 0.0 0.0 3.087275e-02
Income_$50,000-$74,999 0.0 0.0 3.087275e-02
Income_$75,000 or more 0.0 0.0 3.087275e-02
Sex_Female 0.0 0.0 6.187003e-01
Sex_Male 0.0 0.0 0.000000e+00
Age_18-29 0.0 1.0 0.000000e+00
Age_30-49 1.0 0.0 0.000000e+00
Age_50-64 0.0 0.0 6.187003e-01
Age_65+ 0.0 0.0 0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol -3.007246e-17
CholCheck -1.142699e-16
Smoker -3.426650e-17
Stroke 2.628292e-16
HeartDiseaseorAttack -3.184610e-16
PhysActivity 3.351608e-17
Fruits -3.442682e-17
Veggies -6.674434e-17
HvyAlcoholConsump 6.940104e-17
AnyHealthcare 3.289697e-16
NoDocbcCost 3.808157e-16
DiffWalk -1.131928e-16
BMI_Underweight -1.423317e-01
BMI_Healthy weight 1.458581e-01
BMI_Overweight -3.275966e-01
BMI_Class 1 Obesity 1.964665e-01
BMI_Class 2 Obesity 4.496857e-01
BMI_Class 3 Obesity -1.460040e-01
GenHlth_Excellent -2.936183e-02
GenHlth_Very good -2.936183e-02
GenHlth_Good -2.936183e-02
GenHlth_Fair -2.936183e-02
GenHlth_Poor -2.936183e-02
MentHlth_0 -1.785336e-01
MentHlth_1-5 -1.785336e-01
MentHlth_6-10 -1.785336e-01
MentHlth_11-15 -1.785336e-01
MentHlth_16-20 -1.785336e-01
MentHlth_21-25 -1.785336e-01
MentHlth_26-30 -1.785336e-01
PhysHlth_0 -9.510397e-02
PhysHlth_1-5 -9.510397e-02
PhysHlth_6-10 -9.510397e-02
PhysHlth_11-15 -9.510397e-02
PhysHlth_16-20 -9.510397e-02
PhysHlth_21-25 -9.510397e-02
PhysHlth_26-30 -9.510397e-02
Education_Never attended school or only kinderg... -1.141214e-01
Education_Elementary -1.141214e-01
Education_Some high school -1.141214e-01
Education_High school graduate -1.141214e-01
Education_Some college or technical school -1.141214e-01
Education_College graduate -1.141214e-01
Income_Less than $10,000 1.413113e-01
Income_$10,000-$14,999 1.413113e-01
Income_$15,000-$19,999 1.413113e-01
Income_$20,000-$24,999 1.413113e-01
Income_$25,000-$34,999 1.413113e-01
Income_$35,000-$49,999 1.413113e-01
Income_$50,000-$74,999 1.413113e-01
Income_$75,000 or more 1.413113e-01
Sex_Female -1.737489e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.737486e-01
Age_65+ -0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol 1.910855e-17
CholCheck -1.224725e-16
Smoker 7.403632e-18
Stroke 4.146491e-16
HeartDiseaseorAttack 9.290062e-17
PhysActivity -4.253999e-17
Fruits -9.096935e-18
Veggies 8.109243e-17
HvyAlcoholConsump 9.236790e-17
AnyHealthcare 5.109865e-17
NoDocbcCost -1.650359e-16
DiffWalk 1.320701e-16
BMI_Underweight 4.914095e-02
BMI_Healthy weight 3.307089e-01
BMI_Overweight 4.199937e-01
BMI_Class 1 Obesity 1.264761e-01
BMI_Class 2 Obesity 3.923643e-02
BMI_Class 3 Obesity 7.384475e-01
GenHlth_Excellent 8.955809e-02
GenHlth_Very good 8.955809e-02
GenHlth_Good 8.955809e-02
GenHlth_Fair 8.955809e-02
GenHlth_Poor 8.955809e-02
MentHlth_0 -1.166332e-01
MentHlth_1-5 -1.166332e-01
MentHlth_6-10 -1.166332e-01
MentHlth_11-15 -1.166332e-01
MentHlth_16-20 -1.166332e-01
MentHlth_21-25 -1.166332e-01
MentHlth_26-30 -1.166332e-01
PhysHlth_0 -4.843166e-03
PhysHlth_1-5 -4.843166e-03
PhysHlth_6-10 -4.843166e-03
PhysHlth_11-15 -4.843166e-03
PhysHlth_16-20 -4.843166e-03
PhysHlth_21-25 -4.843166e-03
PhysHlth_26-30 -4.843166e-03
Education_Never attended school or only kinderg... -4.643382e-02
Education_Elementary -4.643382e-02
Education_Some high school -4.643382e-02
Education_High school graduate -4.643382e-02
Education_Some college or technical school -4.643382e-02
Education_College graduate -4.643382e-02
Income_Less than $10,000 -7.497521e-03
Income_$10,000-$14,999 -7.497521e-03
Income_$15,000-$19,999 -7.497521e-03
Income_$20,000-$24,999 -7.497521e-03
Income_$25,000-$34,999 -7.497521e-03
Income_$35,000-$49,999 -7.497521e-03
Income_$50,000-$74,999 -7.497521e-03
Income_$75,000 or more -7.497521e-03
Sex_Female -7.236132e-03
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -7.236108e-03
Age_65+ 0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol 1.503623e-17
CholCheck -6.413079e-17
Smoker -4.650716e-17
Stroke -1.120206e-16
HeartDiseaseorAttack -3.673889e-16
PhysActivity 1.132262e-17
Fruits -4.912362e-17
Veggies 7.053740e-17
HvyAlcoholConsump 1.067996e-16
AnyHealthcare -2.147111e-16
NoDocbcCost 2.773776e-17
DiffWalk 1.736443e-16
BMI_Underweight -1.062521e-01
BMI_Healthy weight -3.139737e-01
BMI_Overweight -3.234230e-01
BMI_Class 1 Obesity -2.027466e-01
BMI_Class 2 Obesity 1.738999e-01
BMI_Class 3 Obesity 4.747920e-01
GenHlth_Excellent -1.837712e-01
GenHlth_Very good -1.837712e-01
GenHlth_Good -1.837712e-01
GenHlth_Fair -1.837712e-01
GenHlth_Poor -1.837712e-01
MentHlth_0 1.867611e-03
MentHlth_1-5 1.867611e-03
MentHlth_6-10 1.867611e-03
MentHlth_11-15 1.867611e-03
MentHlth_16-20 1.867611e-03
MentHlth_21-25 1.867611e-03
MentHlth_26-30 1.867611e-03
PhysHlth_0 2.011641e-01
PhysHlth_1-5 2.011641e-01
PhysHlth_6-10 2.011641e-01
PhysHlth_11-15 2.011641e-01
PhysHlth_16-20 2.011641e-01
PhysHlth_21-25 2.011641e-01
PhysHlth_26-30 2.011641e-01
Education_Never attended school or only kinderg... -2.846924e-02
Education_Elementary -2.846924e-02
Education_Some high school -2.846924e-02
Education_High school graduate -2.846924e-02
Education_Some college or technical school -2.846924e-02
Education_College graduate -2.846924e-02
Income_Less than $10,000 5.686315e-02
Income_$10,000-$14,999 5.686315e-02
Income_$15,000-$19,999 5.686315e-02
Income_$20,000-$24,999 5.686315e-02
Income_$25,000-$34,999 5.686315e-02
Income_$35,000-$49,999 5.686315e-02
Income_$50,000-$74,999 5.686315e-02
Income_$75,000 or more 5.686315e-02
Sex_Female 5.417959e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 5.417956e-02
Age_65+ -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 1.754227e-17
CholCheck 7.356179e-17
Smoker -3.930732e-17
Stroke -4.996618e-16
HeartDiseaseorAttack 3.149065e-16
PhysActivity -9.009623e-17
Fruits -1.976354e-18
Veggies -1.269347e-17
HvyAlcoholConsump 1.902371e-16
AnyHealthcare -1.118284e-16
NoDocbcCost -1.930685e-16
DiffWalk -2.554233e-18
BMI_Underweight -3.341528e-01
BMI_Healthy weight 2.961255e-01
BMI_Overweight 9.706604e-02
BMI_Class 1 Obesity 3.169963e-01
BMI_Class 2 Obesity 5.953182e-01
BMI_Class 3 Obesity -5.982221e-02
GenHlth_Excellent 2.442622e-02
GenHlth_Very good 2.442622e-02
GenHlth_Good 2.442622e-02
GenHlth_Fair 2.442622e-02
GenHlth_Poor 2.442622e-02
MentHlth_0 1.431965e-01
MentHlth_1-5 1.431965e-01
MentHlth_6-10 1.431965e-01
MentHlth_11-15 1.431965e-01
MentHlth_16-20 1.431965e-01
MentHlth_21-25 1.431965e-01
MentHlth_26-30 1.431965e-01
PhysHlth_0 1.004739e-01
PhysHlth_1-5 1.004739e-01
PhysHlth_6-10 1.004739e-01
PhysHlth_11-15 1.004739e-01
PhysHlth_16-20 1.004739e-01
PhysHlth_21-25 1.004739e-01
PhysHlth_26-30 1.004739e-01
Education_Never attended school or only kinderg... 1.256212e-01
Education_Elementary 1.256212e-01
Education_Some high school 1.256212e-01
Education_High school graduate 1.256212e-01
Education_Some college or technical school 1.256212e-01
Education_College graduate 1.256212e-01
Income_Less than $10,000 -5.058538e-02
Income_$10,000-$14,999 -5.058538e-02
Income_$15,000-$19,999 -5.058538e-02
Income_$20,000-$24,999 -5.058538e-02
Income_$25,000-$34,999 -5.058538e-02
Income_$35,000-$49,999 -5.058538e-02
Income_$50,000-$74,999 -5.058538e-02
Income_$75,000 or more -5.058538e-02
Sex_Female 1.450151e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.450150e-02
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol -8.019324e-17 4.761474e-17
CholCheck 1.419971e-16 8.302153e-17
Smoker 6.050390e-17 7.577612e-17
Stroke -3.628077e-16 -5.831338e-17
HeartDiseaseorAttack 2.322316e-16 1.116303e-16
PhysActivity 2.220210e-18 2.442389e-17
Fruits 6.159247e-17 -9.105325e-17
Veggies -3.456462e-16 1.454775e-16
HvyAlcoholConsump -2.606280e-16 -6.346087e-17
AnyHealthcare 5.759757e-17 4.784008e-17
NoDocbcCost 1.264116e-16 7.361763e-17
DiffWalk -9.037589e-17 2.001446e-16
BMI_Underweight 4.043437e-01 1.904782e-03
BMI_Healthy weight -3.186356e-01 2.415407e-01
BMI_Overweight 3.117239e-01 -6.790075e-02
BMI_Class 1 Obesity 1.783670e-01 6.855379e-01
BMI_Class 2 Obesity 1.908701e-01 -4.986226e-01
BMI_Class 3 Obesity 9.849535e-02 -4.458456e-02
GenHlth_Excellent -4.748551e-02 -1.658907e-01
GenHlth_Very good -4.748551e-02 -1.658907e-01
GenHlth_Good -4.748551e-02 -1.658907e-01
GenHlth_Fair -4.748551e-02 -1.658907e-01
GenHlth_Poor -4.748551e-02 -1.658907e-01
MentHlth_0 1.090332e-01 1.539951e-02
MentHlth_1-5 1.090332e-01 1.539951e-02
MentHlth_6-10 1.090332e-01 1.539951e-02
MentHlth_11-15 1.090332e-01 1.539951e-02
MentHlth_16-20 1.090332e-01 1.539951e-02
MentHlth_21-25 1.090332e-01 1.539951e-02
MentHlth_26-30 1.090332e-01 1.539951e-02
PhysHlth_0 -8.609380e-02 8.400061e-02
PhysHlth_1-5 -8.609380e-02 8.400061e-02
PhysHlth_6-10 -8.609380e-02 8.400061e-02
PhysHlth_11-15 -8.609380e-02 8.400061e-02
PhysHlth_16-20 -8.609380e-02 8.400061e-02
PhysHlth_21-25 -8.609380e-02 8.400061e-02
PhysHlth_26-30 -8.609380e-02 8.400061e-02
Education_Never attended school or only kinderg... 1.022875e-01 -2.654709e-02
Education_Elementary 1.022875e-01 -2.654709e-02
Education_Some high school 1.022875e-01 -2.654709e-02
Education_High school graduate 1.022875e-01 -2.654709e-02
Education_Some college or technical school 1.022875e-01 -2.654709e-02
Education_College graduate 1.022875e-01 -2.654709e-02
Income_Less than $10,000 2.092460e-01 5.415614e-02
Income_$10,000-$14,999 2.092460e-01 5.415614e-02
Income_$15,000-$19,999 2.092460e-01 5.415614e-02
Income_$20,000-$24,999 2.092460e-01 5.415614e-02
Income_$25,000-$34,999 2.092460e-01 5.415614e-02
Income_$35,000-$49,999 2.092460e-01 5.415614e-02
Income_$50,000-$74,999 2.092460e-01 5.415614e-02
Income_$75,000 or more 2.092460e-01 5.415614e-02
Sex_Female -1.472573e-02 7.950654e-03
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 -1.472575e-02 7.950647e-03
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_30:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.066771 -0.312816 -0.829658 -0.225797 -0.542774 0.182017 -0.012187
1 -1.413449 0.659909 -0.217455 -0.645767 0.009067 0.454252 -0.442217
2 -0.768191 -0.690804 -0.246744 0.779246 -0.045119 -0.177795 -0.366321
3 -1.317191 -0.287046 -0.484044 -0.621844 0.017047 0.211776 0.727067
4 -1.614604 0.112661 -0.041559 -0.679770 0.038502 -0.281739 0.055828
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.636351 0.121663 -1.045810 ... 0.0 0.0 0.0 0.0 2.220446e-16
1 -1.052339 -0.383264 0.823640 ... 0.0 0.0 0.0 0.0 3.330669e-16
2 0.700779 0.128614 -0.991284 ... 0.0 0.0 0.0 0.0 -3.330669e-16
3 0.163118 0.273970 0.604598 ... 0.0 0.0 0.0 0.0 -5.551115e-16
4 -0.586352 0.690815 0.323053 ... 0.0 0.0 0.0 0.0 1.110223e-16
PC54 PC55 PC56 PC57 PC58
0 -2.775558e-16 5.551115e-17 5.551115e-17 3.330669e-16 -2.498002e-16
1 -3.330669e-16 4.440892e-16 0.000000e+00 3.330669e-16 2.775558e-17
2 5.551115e-17 -2.220446e-16 2.775558e-16 0.000000e+00 -2.220446e-16
3 -1.665335e-16 3.885781e-16 1.110223e-16 1.110223e-16 3.885781e-16
4 2.220446e-16 5.551115e-17 -6.661338e-16 -8.881784e-16 -4.718448e-16
[5 rows x 58 columns]
For Subset_30, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_31:
[1.24825806e-01 7.71324563e-02 6.69900948e-02 5.94480458e-02
5.51294621e-02 5.35562132e-02 4.77974218e-02 4.44869035e-02
4.33379439e-02 4.17347816e-02 3.87497744e-02 3.46798105e-02
3.04116739e-02 2.90501786e-02 2.78429757e-02 2.14108322e-02
1.88031934e-02 1.79338878e-02 1.48581296e-02 1.42924745e-02
1.23141211e-02 1.17432025e-02 1.14627322e-02 1.04411989e-02
1.00299429e-02 9.26357975e-03 8.52203726e-03 7.77825472e-03
6.80737047e-03 6.73804000e-03 6.59036898e-03 6.36109234e-03
6.28718366e-03 6.14804166e-03 4.84086566e-03 3.24547953e-03
3.17771445e-03 2.52922384e-03 2.05325571e-03 1.03125689e-03
1.62977800e-04 1.50965700e-17 1.44116087e-17 9.18827437e-18
8.64904168e-18 7.75617346e-18 4.68843331e-18 3.40888140e-18
2.07511817e-29 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_31:
[0.12482581 0.20195826 0.26894836 0.3283964 0.38352587 0.43708208
0.4848795 0.5293664 0.57270435 0.61443913 0.6531889 0.68786871
0.71828039 0.74733057 0.77517354 0.79658437 0.81538757 0.83332146
0.84817959 0.86247206 0.87478618 0.88652938 0.89799212 0.90843331
0.91846326 0.92772684 0.93624887 0.94402713 0.9508345 0.95757254
0.96416291 0.970524 0.97681118 0.98295923 0.98780009 0.99104557
0.99422329 0.99675251 0.99880577 0.99983702 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_31:
PC1 \
HighBP -2.056103e-01
HighChol -1.717058e-01
CholCheck 2.144935e-04
Smoker -2.579654e-01
Stroke -4.553348e-02
HeartDiseaseorAttack -1.188394e-01
PhysActivity 1.979388e-01
Fruits 1.426686e-01
Veggies 1.281968e-01
HvyAlcoholConsump -9.794603e-03
AnyHealthcare 4.308908e-02
NoDocbcCost -9.761249e-02
DiffWalk -2.420699e-01
BMI_Underweight -8.271806e-25
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 3.872239e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 2.524355e-29
GenHlth_Excellent 8.404216e-02
GenHlth_Very good 3.004905e-01
GenHlth_Good -1.168079e-01
GenHlth_Fair -1.690876e-01
GenHlth_Poor -9.863716e-02
MentHlth_0 2.168210e-01
MentHlth_1-5 -5.530947e-02
MentHlth_6-10 -3.399919e-02
MentHlth_11-15 -2.671218e-02
MentHlth_16-20 -1.579960e-02
MentHlth_21-25 -4.595393e-03
MentHlth_26-30 -8.040513e-02
PhysHlth_0 3.334054e-01
PhysHlth_1-5 -7.390983e-02
PhysHlth_6-10 -4.361675e-02
PhysHlth_11-15 -3.380044e-02
PhysHlth_16-20 -1.676434e-02
PhysHlth_21-25 -1.147090e-02
PhysHlth_26-30 -1.538431e-01
Education_Never attended school or only kinderg... -5.532285e-04
Education_Elementary -1.478500e-02
Education_Some high school -3.789602e-02
Education_High school graduate -2.114541e-01
Education_Some college or technical school -7.012170e-02
Education_College graduate 3.348101e-01
Income_Less than $10,000 -4.047943e-02
Income_$10,000-$14,999 -4.925453e-02
Income_$15,000-$19,999 -5.453855e-02
Income_$20,000-$24,999 -6.013545e-02
Income_$25,000-$34,999 -6.286710e-02
Income_$35,000-$49,999 -7.119771e-02
Income_$50,000-$74,999 -6.245997e-02
Income_$75,000 or more 4.009327e-01
Sex_Female -0.000000e+00
Sex_Male 3.872239e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 3.872239e-17
Age_65+ -0.000000e+00
PC2 \
HighBP 1.916834e-01
HighChol 2.637199e-01
CholCheck 2.801348e-02
Smoker -1.071595e-01
Stroke 2.382075e-02
HeartDiseaseorAttack 7.059895e-02
PhysActivity 9.078102e-02
Fruits 9.609817e-02
Veggies 8.916149e-02
HvyAlcoholConsump -1.416206e-02
AnyHealthcare 3.680677e-02
NoDocbcCost 3.541567e-02
DiffWalk 1.129599e-01
BMI_Underweight 5.421011e-20
BMI_Healthy weight 1.355253e-20
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -8.336087e-17
BMI_Class 2 Obesity 1.058791e-22
BMI_Class 3 Obesity 2.646978e-23
GenHlth_Excellent -3.164173e-02
GenHlth_Very good -1.284688e-01
GenHlth_Good 4.089959e-02
GenHlth_Fair 7.094733e-02
GenHlth_Poor 4.826360e-02
MentHlth_0 -2.722870e-01
MentHlth_1-5 1.547040e-01
MentHlth_6-10 3.233902e-02
MentHlth_11-15 2.289918e-02
MentHlth_16-20 9.604719e-03
MentHlth_21-25 4.719060e-03
MentHlth_26-30 4.802103e-02
PhysHlth_0 -4.192910e-01
PhysHlth_1-5 2.561853e-01
PhysHlth_6-10 3.266673e-02
PhysHlth_11-15 2.332926e-02
PhysHlth_16-20 1.231681e-02
PhysHlth_21-25 7.371664e-03
PhysHlth_26-30 8.742119e-02
Education_Never attended school or only kinderg... 4.745887e-04
Education_Elementary 1.319408e-03
Education_Some high school 3.880745e-03
Education_High school graduate -3.034009e-01
Education_Some college or technical school -1.715638e-01
Education_College graduate 4.692899e-01
Income_Less than $10,000 1.739526e-03
Income_$10,000-$14,999 1.229741e-02
Income_$15,000-$19,999 5.740095e-05
Income_$20,000-$24,999 -1.306291e-02
Income_$25,000-$34,999 -2.321974e-02
Income_$35,000-$49,999 -9.501909e-02
Income_$50,000-$74,999 -1.615049e-01
Income_$75,000 or more 2.787123e-01
Sex_Female 0.000000e+00
Sex_Male -8.336197e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -8.336197e-17
Age_65+ 0.000000e+00
PC3 \
HighBP 4.164656e-02
HighChol 6.314374e-02
CholCheck 3.633527e-03
Smoker 1.687039e-02
Stroke -1.935591e-02
HeartDiseaseorAttack -1.285467e-02
PhysActivity 3.219446e-02
Fruits 4.701603e-02
Veggies 3.227064e-02
HvyAlcoholConsump 5.442208e-03
AnyHealthcare 9.218858e-03
NoDocbcCost -4.637600e-02
DiffWalk -1.252019e-01
BMI_Underweight -3.469447e-18
BMI_Healthy weight -0.000000e+00
BMI_Overweight -8.673617e-19
BMI_Class 1 Obesity 4.788628e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 2.710505e-20
GenHlth_Excellent 2.299078e-02
GenHlth_Very good -5.365727e-01
GenHlth_Good 7.496202e-01
GenHlth_Fair -1.549288e-01
GenHlth_Poor -8.110946e-02
MentHlth_0 1.438034e-01
MentHlth_1-5 -4.361582e-02
MentHlth_6-10 -2.177048e-02
MentHlth_11-15 -1.165818e-02
MentHlth_16-20 -8.169307e-03
MentHlth_21-25 -2.723464e-03
MentHlth_26-30 -5.586611e-02
PhysHlth_0 1.984327e-01
PhysHlth_1-5 -2.915505e-02
PhysHlth_6-10 -2.126508e-02
PhysHlth_11-15 -2.243643e-02
PhysHlth_16-20 -9.100339e-03
PhysHlth_21-25 -8.372709e-03
PhysHlth_26-30 -1.081030e-01
Education_Never attended school or only kinderg... -5.954894e-04
Education_Elementary -4.955777e-03
Education_Some high school -1.182740e-02
Education_High school graduate -1.091928e-02
Education_Some college or technical school -2.125084e-02
Education_College graduate 4.954878e-02
Income_Less than $10,000 -1.693806e-02
Income_$10,000-$14,999 -1.931620e-02
Income_$15,000-$19,999 -1.938982e-02
Income_$20,000-$24,999 -2.463414e-02
Income_$25,000-$34,999 -6.026746e-03
Income_$35,000-$49,999 1.089065e-02
Income_$50,000-$74,999 -1.159841e-03
Income_$75,000 or more 7.657414e-02
Sex_Female -0.000000e+00
Sex_Male 4.830935e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 4.830935e-17
Age_65+ -0.000000e+00
PC4 \
HighBP -3.913790e-02
HighChol -3.007205e-02
CholCheck -9.041064e-03
Smoker -5.918374e-03
Stroke -3.322791e-03
HeartDiseaseorAttack 7.800187e-04
PhysActivity 6.169948e-02
Fruits 1.122021e-01
Veggies 1.017312e-01
HvyAlcoholConsump -5.936770e-03
AnyHealthcare 3.651949e-03
NoDocbcCost 9.889216e-03
DiffWalk 2.238936e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -1.665335e-16
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity 4.429932e-17
BMI_Class 2 Obesity -3.469447e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.453994e-02
GenHlth_Very good -1.017381e-02
GenHlth_Good 4.138826e-02
GenHlth_Fair -1.213039e-02
GenHlth_Poor -4.544112e-03
MentHlth_0 -3.830461e-02
MentHlth_1-5 3.855356e-02
MentHlth_6-10 -3.306360e-03
MentHlth_11-15 5.616053e-03
MentHlth_16-20 -2.738819e-04
MentHlth_21-25 -2.301302e-04
MentHlth_26-30 -2.054632e-03
PhysHlth_0 -6.449971e-02
PhysHlth_1-5 4.800835e-02
PhysHlth_6-10 5.925809e-03
PhysHlth_11-15 1.718354e-03
PhysHlth_16-20 1.373219e-03
PhysHlth_21-25 4.328600e-04
PhysHlth_26-30 7.041120e-03
Education_Never attended school or only kinderg... 2.075750e-05
Education_Elementary -5.592298e-04
Education_Some high school -1.076584e-03
Education_High school graduate -5.424985e-01
Education_Some college or technical school 7.794763e-01
Education_College graduate -2.353627e-01
Income_Less than $10,000 -4.178295e-03
Income_$10,000-$14,999 -1.092390e-02
Income_$15,000-$19,999 -5.479912e-03
Income_$20,000-$24,999 -2.999626e-03
Income_$25,000-$34,999 -7.633515e-04
Income_$35,000-$49,999 -8.598680e-03
Income_$50,000-$74,999 6.138505e-03
Income_$75,000 or more 2.680526e-02
Sex_Female -0.000000e+00
Sex_Male 4.389801e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 4.389801e-17
Age_65+ -0.000000e+00
PC5 \
HighBP 5.088731e-01
HighChol 5.727739e-01
CholCheck 3.830206e-02
Smoker 6.240569e-02
Stroke 1.060563e-02
HeartDiseaseorAttack 8.322039e-02
PhysActivity -5.468782e-02
Fruits -3.654718e-01
Veggies -1.521149e-01
HvyAlcoholConsump 2.413917e-02
AnyHealthcare 3.747805e-02
NoDocbcCost -4.050053e-02
DiffWalk -6.018138e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 1.206010e-16
BMI_Class 2 Obesity -6.938894e-18
BMI_Class 3 Obesity 1.734723e-18
GenHlth_Excellent -9.510868e-02
GenHlth_Very good 1.912104e-01
GenHlth_Good -6.099446e-02
GenHlth_Fair -1.452727e-02
GenHlth_Poor -2.057994e-02
MentHlth_0 1.454110e-01
MentHlth_1-5 -8.827897e-02
MentHlth_6-10 -1.665217e-02
MentHlth_11-15 -3.539127e-03
MentHlth_16-20 -7.602728e-03
MentHlth_21-25 -4.098997e-03
MentHlth_26-30 -2.523904e-02
PhysHlth_0 2.721823e-01
PhysHlth_1-5 -1.774171e-01
PhysHlth_6-10 -2.044926e-02
PhysHlth_11-15 -1.101885e-02
PhysHlth_16-20 -3.477811e-03
PhysHlth_21-25 -4.603267e-03
PhysHlth_26-30 -5.521601e-02
Education_Never attended school or only kinderg... 5.699083e-04
Education_Elementary -4.203684e-03
Education_Some high school 1.007548e-03
Education_High school graduate -9.518102e-02
Education_Some college or technical school 1.033944e-01
Education_College graduate -5.587141e-03
Income_Less than $10,000 -6.270039e-03
Income_$10,000-$14,999 -5.907504e-03
Income_$15,000-$19,999 -1.972976e-02
Income_$20,000-$24,999 -2.475911e-02
Income_$25,000-$34,999 -2.149970e-02
Income_$35,000-$49,999 -2.979562e-02
Income_$50,000-$74,999 -3.682874e-02
Income_$75,000 or more 1.447905e-01
Sex_Female -0.000000e+00
Sex_Male 1.216952e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.216952e-16
Age_65+ -0.000000e+00
PC6 \
HighBP 2.585478e-01
HighChol 2.186416e-01
CholCheck 1.811455e-02
Smoker 2.775546e-01
Stroke 1.151564e-02
HeartDiseaseorAttack 7.129646e-02
PhysActivity 1.496143e-01
Fruits 7.354437e-01
Veggies 3.859549e-01
HvyAlcoholConsump 1.047024e-02
AnyHealthcare -1.681215e-03
NoDocbcCost 1.018649e-02
DiffWalk 4.734622e-02
BMI_Underweight 8.326673e-17
BMI_Healthy weight 1.110223e-16
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -5.431214e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.625496e-02
GenHlth_Very good 5.360517e-02
GenHlth_Good -8.804051e-02
GenHlth_Fair 3.139188e-02
GenHlth_Poor 1.929841e-02
MentHlth_0 1.081945e-01
MentHlth_1-5 -9.077660e-02
MentHlth_6-10 -9.879565e-03
MentHlth_11-15 1.373859e-04
MentHlth_16-20 -6.232006e-03
MentHlth_21-25 -1.083147e-04
MentHlth_26-30 -1.335429e-03
PhysHlth_0 8.737696e-02
PhysHlth_1-5 -1.181141e-01
PhysHlth_6-10 -5.648286e-03
PhysHlth_11-15 2.418593e-03
PhysHlth_16-20 -8.093685e-04
PhysHlth_21-25 2.154246e-03
PhysHlth_26-30 3.262200e-02
Education_Never attended school or only kinderg... 5.642152e-04
Education_Elementary 1.855836e-04
Education_Some high school 5.968868e-03
Education_High school graduate 1.362951e-01
Education_Some college or technical school -4.785983e-02
Education_College graduate -9.515389e-02
Income_Less than $10,000 2.139610e-04
Income_$10,000-$14,999 2.549014e-03
Income_$15,000-$19,999 1.195188e-02
Income_$20,000-$24,999 8.709551e-03
Income_$25,000-$34,999 1.005626e-02
Income_$35,000-$49,999 2.054078e-02
Income_$50,000-$74,999 -5.814579e-03
Income_$75,000 or more -4.820687e-02
Sex_Female 0.000000e+00
Sex_Male -4.456599e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -4.456599e-17
Age_65+ 0.000000e+00
PC7 \
HighBP -2.153975e-01
HighChol -7.592831e-02
CholCheck -5.645508e-03
Smoker 5.986451e-01
Stroke -1.392561e-03
HeartDiseaseorAttack 1.211938e-02
PhysActivity -2.583195e-02
Fruits -1.577896e-01
Veggies 3.537950e-02
HvyAlcoholConsump 3.103954e-02
AnyHealthcare 7.496632e-03
NoDocbcCost -1.508902e-02
DiffWalk 5.140274e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -3.358859e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.519430e-02
GenHlth_Very good -4.251084e-02
GenHlth_Good -2.914270e-02
GenHlth_Fair 1.018573e-02
GenHlth_Poor 2.627351e-02
MentHlth_0 4.895704e-02
MentHlth_1-5 -6.261273e-02
MentHlth_6-10 -3.934480e-03
MentHlth_11-15 2.480580e-03
MentHlth_16-20 3.258018e-03
MentHlth_21-25 2.568349e-05
MentHlth_26-30 1.182589e-02
PhysHlth_0 -7.862976e-02
PhysHlth_1-5 2.712697e-02
PhysHlth_6-10 1.170285e-02
PhysHlth_11-15 2.116803e-03
PhysHlth_16-20 5.943642e-04
PhysHlth_21-25 1.714227e-03
PhysHlth_26-30 3.537455e-02
Education_Never attended school or only kinderg... 7.363984e-04
Education_Elementary -1.162958e-03
Education_Some high school 3.987974e-03
Education_High school graduate 1.300972e-01
Education_Some college or technical school 3.294771e-02
Education_College graduate -1.666063e-01
Income_Less than $10,000 5.303950e-03
Income_$10,000-$14,999 1.133616e-02
Income_$15,000-$19,999 9.263677e-03
Income_$20,000-$24,999 -3.092916e-03
Income_$25,000-$34,999 -1.508256e-02
Income_$35,000-$49,999 -1.050192e-01
Income_$50,000-$74,999 -4.397476e-01
Income_$75,000 or more 5.370385e-01
Sex_Female 0.000000e+00
Sex_Male -4.487335e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -4.487335e-17
Age_65+ 0.000000e+00
PC8 \
HighBP 8.149561e-02
HighChol -3.850975e-03
CholCheck 2.538012e-03
Smoker 2.050403e-03
Stroke -1.017559e-02
HeartDiseaseorAttack -1.661753e-02
PhysActivity 7.346287e-02
Fruits -6.077438e-02
Veggies 1.153715e-02
HvyAlcoholConsump -1.278797e-02
AnyHealthcare 2.410970e-02
NoDocbcCost -6.084319e-02
DiffWalk -7.006283e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight 1.040834e-17
BMI_Class 1 Obesity -1.705729e-16
BMI_Class 2 Obesity 3.330669e-16
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -7.243700e-02
GenHlth_Very good 1.148752e-01
GenHlth_Good 3.778841e-02
GenHlth_Fair -3.703242e-02
GenHlth_Poor -4.319422e-02
MentHlth_0 5.861060e-01
MentHlth_1-5 -3.844479e-01
MentHlth_6-10 -5.149060e-02
MentHlth_11-15 -3.214866e-02
MentHlth_16-20 -1.361221e-02
MentHlth_21-25 -6.673872e-03
MentHlth_26-30 -9.773272e-02
PhysHlth_0 -4.310353e-01
PhysHlth_1-5 4.781924e-01
PhysHlth_6-10 1.312246e-02
PhysHlth_11-15 -5.003861e-03
PhysHlth_16-20 -2.531695e-03
PhysHlth_21-25 -3.889823e-03
PhysHlth_26-30 -4.885416e-02
Education_Never attended school or only kinderg... -1.253160e-03
Education_Elementary -1.135350e-02
Education_Some high school -1.606550e-02
Education_High school graduate 4.551780e-02
Education_Some college or technical school 1.080853e-02
Education_College graduate -2.765416e-02
Income_Less than $10,000 -2.262166e-02
Income_$10,000-$14,999 -2.632216e-02
Income_$15,000-$19,999 -1.654935e-02
Income_$20,000-$24,999 -2.993560e-02
Income_$25,000-$34,999 -1.683366e-03
Income_$35,000-$49,999 -9.547371e-03
Income_$50,000-$74,999 1.479751e-01
Income_$75,000 or more -4.131556e-02
Sex_Female 0.000000e+00
Sex_Male -2.042715e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -2.042715e-16
Age_65+ 0.000000e+00
PC9 \
HighBP -6.460559e-02
HighChol 2.438566e-01
CholCheck 1.232637e-02
Smoker -1.957695e-01
Stroke -4.396007e-02
HeartDiseaseorAttack -8.587779e-02
PhysActivity 1.946876e-01
Fruits 5.370522e-02
Veggies 1.786639e-02
HvyAlcoholConsump 1.026806e-02
AnyHealthcare 2.800072e-02
NoDocbcCost -4.244352e-02
DiffWalk -2.233030e-01
BMI_Underweight -8.326673e-17
BMI_Healthy weight 1.196959e-16
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity -2.072986e-16
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -1.780043e-01
GenHlth_Very good 2.772810e-01
GenHlth_Good 1.791412e-01
GenHlth_Fair -1.716672e-01
GenHlth_Poor -1.067507e-01
MentHlth_0 -2.987807e-01
MentHlth_1-5 3.117667e-01
MentHlth_6-10 2.219412e-02
MentHlth_11-15 3.239791e-03
MentHlth_16-20 -3.734646e-04
MentHlth_21-25 5.007851e-05
MentHlth_26-30 -3.809653e-02
PhysHlth_0 -8.205365e-02
PhysHlth_1-5 2.873458e-01
PhysHlth_6-10 -3.375382e-03
PhysHlth_11-15 -1.021355e-02
PhysHlth_16-20 -1.080279e-02
PhysHlth_21-25 -5.197251e-03
PhysHlth_26-30 -1.757032e-01
Education_Never attended school or only kinderg... -2.819618e-04
Education_Elementary -2.382638e-02
Education_Some high school -5.431406e-02
Education_High school graduate 3.717526e-01
Education_Some college or technical school 6.473833e-02
Education_College graduate -3.580685e-01
Income_Less than $10,000 -2.336368e-02
Income_$10,000-$14,999 -3.461950e-02
Income_$15,000-$19,999 -4.816375e-02
Income_$20,000-$24,999 -2.719514e-02
Income_$25,000-$34,999 -1.080546e-02
Income_$35,000-$49,999 -2.126012e-03
Income_$50,000-$74,999 -1.284777e-02
Income_$75,000 or more 1.591213e-01
Sex_Female 0.000000e+00
Sex_Male -1.729300e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.729300e-16
Age_65+ 0.000000e+00
PC10 ... \
HighBP -2.422486e-01 ...
HighChol 1.260482e-01 ...
CholCheck -1.468680e-02 ...
Smoker 6.128583e-01 ...
Stroke -2.191866e-02 ...
HeartDiseaseorAttack -2.569649e-02 ...
PhysActivity 1.461896e-01 ...
Fruits -1.337440e-01 ...
Veggies 7.213637e-02 ...
HvyAlcoholConsump 2.728895e-02 ...
AnyHealthcare -1.699724e-03 ...
NoDocbcCost -1.118769e-02 ...
DiffWalk -1.165505e-01 ...
BMI_Underweight -1.110223e-16 ...
BMI_Healthy weight -8.326673e-17 ...
BMI_Overweight -5.551115e-17 ...
BMI_Class 1 Obesity 2.285850e-17 ...
BMI_Class 2 Obesity -0.000000e+00 ...
BMI_Class 3 Obesity -5.551115e-17 ...
GenHlth_Excellent -1.042321e-01 ...
GenHlth_Very good 2.048191e-01 ...
GenHlth_Good 9.166773e-02 ...
GenHlth_Fair -1.437865e-01 ...
GenHlth_Poor -4.846821e-02 ...
MentHlth_0 -1.254031e-01 ...
MentHlth_1-5 1.533406e-01 ...
MentHlth_6-10 6.505671e-03 ...
MentHlth_11-15 -4.796541e-03 ...
MentHlth_16-20 -1.835284e-03 ...
MentHlth_21-25 -5.105123e-04 ...
MentHlth_26-30 -2.730090e-02 ...
PhysHlth_0 4.602619e-02 ...
PhysHlth_1-5 8.644719e-02 ...
PhysHlth_6-10 -5.889917e-03 ...
PhysHlth_11-15 -1.620476e-02 ...
PhysHlth_16-20 -3.621498e-03 ...
PhysHlth_21-25 -4.252588e-03 ...
PhysHlth_26-30 -1.025046e-01 ...
Education_Never attended school or only kinderg... 2.741780e-04 ...
Education_Elementary -4.814408e-03 ...
Education_Some high school 1.440451e-02 ...
Education_High school graduate -2.066991e-01 ...
Education_Some college or technical school -7.736678e-02 ...
Education_College graduate 2.742016e-01 ...
Income_Less than $10,000 -1.223845e-02 ...
Income_$10,000-$14,999 -1.366707e-02 ...
Income_$15,000-$19,999 -1.786302e-02 ...
Income_$20,000-$24,999 -3.027665e-02 ...
Income_$25,000-$34,999 -9.040906e-03 ...
Income_$35,000-$49,999 -2.685110e-02 ...
Income_$50,000-$74,999 3.807663e-01 ...
Income_$75,000 or more -2.708291e-01 ...
Sex_Female -0.000000e+00 ...
Sex_Male 4.790920e-19 ...
Age_18-29 -0.000000e+00 ...
Age_30-49 -0.000000e+00 ...
Age_50-64 4.790920e-19 ...
Age_65+ -0.000000e+00 ...
PC49 PC50 PC51 \
HighBP 0.000000e+00 0.0 -0.0
HighChol 6.555565e-22 0.0 -0.0
CholCheck -1.101561e-21 0.0 -0.0
Smoker -3.153483e-22 0.0 -0.0
Stroke 9.513505e-21 0.0 -0.0
HeartDiseaseorAttack -2.240520e-21 0.0 -0.0
PhysActivity 3.646564e-22 0.0 -0.0
Fruits -1.413751e-22 0.0 -0.0
Veggies 8.158702e-22 0.0 -0.0
HvyAlcoholConsump 1.147154e-21 0.0 -0.0
AnyHealthcare -1.704147e-21 0.0 -0.0
NoDocbcCost -1.136761e-21 0.0 -0.0
DiffWalk 1.729629e-22 0.0 -0.0
BMI_Underweight -1.282195e-06 0.0 -0.0
BMI_Healthy weight 5.547560e-07 0.0 -0.0
BMI_Overweight -1.034239e-06 0.0 -0.0
BMI_Class 1 Obesity 1.003549e-06 0.0 -0.0
BMI_Class 2 Obesity 1.047700e-06 0.0 -0.0
BMI_Class 3 Obesity 2.536807e-06 0.0 -0.0
GenHlth_Excellent -4.056556e-07 0.0 -0.0
GenHlth_Very good -4.056556e-07 0.0 -0.0
GenHlth_Good -4.056556e-07 0.0 -0.0
GenHlth_Fair -4.056556e-07 0.0 -0.0
GenHlth_Poor -4.056556e-07 0.0 -0.0
MentHlth_0 2.166186e-07 0.0 -0.0
MentHlth_1-5 2.166186e-07 0.0 -0.0
MentHlth_6-10 2.166186e-07 0.0 -0.0
MentHlth_11-15 2.166186e-07 0.0 -0.0
MentHlth_16-20 2.166186e-07 0.0 -0.0
MentHlth_21-25 2.166186e-07 0.0 -0.0
MentHlth_26-30 2.166186e-07 0.0 -0.0
PhysHlth_0 -8.199695e-07 0.0 -0.0
PhysHlth_1-5 -8.199695e-07 0.0 -0.0
PhysHlth_6-10 -8.199695e-07 0.0 -0.0
PhysHlth_11-15 -8.199695e-07 0.0 -0.0
PhysHlth_16-20 -8.199695e-07 0.0 -0.0
PhysHlth_21-25 -8.199695e-07 0.0 -0.0
PhysHlth_26-30 -8.199695e-07 0.0 -0.0
Education_Never attended school or only kinderg... 6.201128e-07 0.0 -0.0
Education_Elementary 6.201128e-07 0.0 -0.0
Education_Some high school 6.201128e-07 0.0 -0.0
Education_High school graduate 6.201128e-07 0.0 -0.0
Education_Some college or technical school 6.201128e-07 0.0 -0.0
Education_College graduate 6.201128e-07 0.0 -0.0
Income_Less than $10,000 -1.257667e-06 0.0 -0.0
Income_$10,000-$14,999 -1.257667e-06 0.0 -0.0
Income_$15,000-$19,999 -1.257667e-06 0.0 -0.0
Income_$20,000-$24,999 -1.257667e-06 0.0 -0.0
Income_$25,000-$34,999 -1.257667e-06 0.0 -0.0
Income_$35,000-$49,999 -1.257667e-06 0.0 -0.0
Income_$50,000-$74,999 -1.257667e-06 0.0 -0.0
Income_$75,000 or more -1.257667e-06 0.0 -0.0
Sex_Female 4.304587e-06 0.0 -0.0
Sex_Male 7.071074e-01 0.0 -0.0
Age_18-29 0.000000e+00 0.0 1.0
Age_30-49 0.000000e+00 0.0 -0.0
Age_50-64 -7.071062e-01 0.0 -0.0
Age_65+ 0.000000e+00 1.0 -0.0
PC52 PC53 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 -4.063718e-27
CholCheck 0.0 6.190274e-28
Smoker 0.0 2.719157e-27
Stroke 0.0 -2.072809e-26
HeartDiseaseorAttack 0.0 7.101329e-27
PhysActivity 0.0 -3.017521e-27
Fruits 0.0 9.342833e-28
Veggies 0.0 -5.365699e-27
HvyAlcoholConsump 0.0 -5.328036e-27
AnyHealthcare 0.0 7.691127e-27
NoDocbcCost 0.0 5.338863e-27
DiffWalk 0.0 1.302331e-27
BMI_Underweight 0.0 5.519347e-12
BMI_Healthy weight 0.0 -2.388158e-12
BMI_Overweight 0.0 4.451910e-12
BMI_Class 1 Obesity 0.0 -4.319930e-12
BMI_Class 2 Obesity 0.0 -4.509993e-12
BMI_Class 3 Obesity 0.0 -1.092006e-11
GenHlth_Excellent 0.0 1.746213e-12
GenHlth_Very good 0.0 1.746213e-12
GenHlth_Good 0.0 1.746213e-12
GenHlth_Fair 0.0 1.746213e-12
GenHlth_Poor 0.0 1.746213e-12
MentHlth_0 0.0 -9.324634e-13
MentHlth_1-5 0.0 -9.324634e-13
MentHlth_6-10 0.0 -9.324634e-13
MentHlth_11-15 0.0 -9.324634e-13
MentHlth_16-20 0.0 -9.324634e-13
MentHlth_21-25 0.0 -9.324634e-13
MentHlth_26-30 0.0 -9.324634e-13
PhysHlth_0 0.0 3.529691e-12
PhysHlth_1-5 0.0 3.529691e-12
PhysHlth_6-10 0.0 3.529691e-12
PhysHlth_11-15 0.0 3.529691e-12
PhysHlth_16-20 0.0 3.529691e-12
PhysHlth_21-25 0.0 3.529691e-12
PhysHlth_26-30 0.0 3.529691e-12
Education_Never attended school or only kinderg... 0.0 -2.669374e-12
Education_Elementary 0.0 -2.669374e-12
Education_Some high school 0.0 -2.669374e-12
Education_High school graduate 0.0 -2.669374e-12
Education_Some college or technical school 0.0 -2.669374e-12
Education_College graduate 0.0 -2.669374e-12
Income_Less than $10,000 0.0 5.413798e-12
Income_$10,000-$14,999 0.0 5.413798e-12
Income_$15,000-$19,999 0.0 5.413798e-12
Income_$20,000-$24,999 0.0 5.413798e-12
Income_$25,000-$34,999 0.0 5.413798e-12
Income_$35,000-$49,999 0.0 5.413798e-12
Income_$50,000-$74,999 0.0 5.413798e-12
Income_$75,000 or more 0.0 5.413798e-12
Sex_Female 0.0 1.000000e+00
Sex_Male 0.0 -3.043805e-06
Age_18-29 0.0 -0.000000e+00
Age_30-49 1.0 -0.000000e+00
Age_50-64 0.0 3.043800e-06
Age_65+ 0.0 -0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 1.288876e-16
CholCheck 1.097144e-16
Smoker -1.946556e-17
Stroke 3.041294e-16
HeartDiseaseorAttack -3.058510e-16
PhysActivity -6.015835e-17
Fruits 1.899088e-17
Veggies 2.141608e-16
HvyAlcoholConsump 1.518277e-16
AnyHealthcare -1.278748e-16
NoDocbcCost -2.127802e-16
DiffWalk 4.549007e-17
BMI_Underweight -2.755345e-01
BMI_Healthy weight 9.760967e-03
BMI_Overweight -1.389827e-01
BMI_Class 1 Obesity 1.626758e-01
BMI_Class 2 Obesity 1.195916e-01
BMI_Class 3 Obesity 3.126064e-01
GenHlth_Excellent -8.468376e-02
GenHlth_Very good -8.468376e-02
GenHlth_Good -8.468376e-02
GenHlth_Fair -8.468376e-02
GenHlth_Poor -8.468376e-02
MentHlth_0 1.790709e-02
MentHlth_1-5 1.790709e-02
MentHlth_6-10 1.790709e-02
MentHlth_11-15 1.790709e-02
MentHlth_16-20 1.790709e-02
MentHlth_21-25 1.790709e-02
MentHlth_26-30 1.790709e-02
PhysHlth_0 -1.593359e-01
PhysHlth_1-5 -1.593359e-01
PhysHlth_6-10 -1.593359e-01
PhysHlth_11-15 -1.593359e-01
PhysHlth_16-20 -1.593359e-01
PhysHlth_21-25 -1.593359e-01
PhysHlth_26-30 -1.593359e-01
Education_Never attended school or only kinderg... 1.245845e-01
Education_Elementary 1.245845e-01
Education_Some high school 1.245845e-01
Education_High school graduate 1.245845e-01
Education_Some college or technical school 1.245845e-01
Education_College graduate 1.245845e-01
Income_Less than $10,000 -2.390453e-01
Income_$10,000-$14,999 -2.390453e-01
Income_$15,000-$19,999 -2.390453e-01
Income_$20,000-$24,999 -2.390453e-01
Income_$25,000-$34,999 -2.390453e-01
Income_$35,000-$49,999 -2.390453e-01
Income_$50,000-$74,999 -2.390453e-01
Income_$75,000 or more -2.390453e-01
Sex_Female 2.220446e-16
Sex_Male -6.890575e-03
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -6.882715e-03
Age_65+ -0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol -3.490707e-17
CholCheck 1.724123e-16
Smoker 6.051218e-17
Stroke -2.621650e-16
HeartDiseaseorAttack 4.698167e-17
PhysActivity 2.811151e-16
Fruits -7.744556e-17
Veggies 4.294498e-17
HvyAlcoholConsump 1.232193e-16
AnyHealthcare -2.605540e-16
NoDocbcCost -7.746825e-17
DiffWalk 4.856324e-17
BMI_Underweight 1.285231e-01
BMI_Healthy weight 6.169985e-01
BMI_Overweight 3.448599e-01
BMI_Class 1 Obesity -9.071951e-02
BMI_Class 2 Obesity 2.727235e-01
BMI_Class 3 Obesity 4.207546e-01
GenHlth_Excellent -7.086700e-02
GenHlth_Very good -7.086700e-02
GenHlth_Good -7.086700e-02
GenHlth_Fair -7.086700e-02
GenHlth_Poor -7.086700e-02
MentHlth_0 4.696219e-02
MentHlth_1-5 4.696219e-02
MentHlth_6-10 4.696219e-02
MentHlth_11-15 4.696219e-02
MentHlth_16-20 4.696219e-02
MentHlth_21-25 4.696219e-02
MentHlth_26-30 4.696219e-02
PhysHlth_0 -3.194759e-02
PhysHlth_1-5 -3.194759e-02
PhysHlth_6-10 -3.194759e-02
PhysHlth_11-15 -3.194759e-02
PhysHlth_16-20 -3.194759e-02
PhysHlth_21-25 -3.194759e-02
PhysHlth_26-30 -3.194759e-02
Education_Never attended school or only kinderg... 1.913640e-02
Education_Elementary 1.913640e-02
Education_Some high school 1.913640e-02
Education_High school graduate 1.913640e-02
Education_Some college or technical school 1.913640e-02
Education_College graduate 1.913640e-02
Income_Less than $10,000 8.078783e-02
Income_$10,000-$14,999 8.078783e-02
Income_$15,000-$19,999 8.078783e-02
Income_$20,000-$24,999 8.078783e-02
Income_$25,000-$34,999 8.078783e-02
Income_$35,000-$49,999 8.078783e-02
Income_$50,000-$74,999 8.078783e-02
Income_$75,000 or more 8.078783e-02
Sex_Female 1.110223e-16
Sex_Male 2.471023e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 2.471037e-01
Age_65+ -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 4.296255e-17
CholCheck 3.540176e-16
Smoker -1.002500e-17
Stroke -1.243069e-15
HeartDiseaseorAttack 1.944243e-16
PhysActivity -1.063286e-16
Fruits -3.797524e-18
Veggies 5.371091e-17
HvyAlcoholConsump -2.324220e-16
AnyHealthcare 1.460217e-16
NoDocbcCost 1.901458e-16
DiffWalk 6.907923e-17
BMI_Underweight 6.998869e-01
BMI_Healthy weight 3.289733e-02
BMI_Overweight -2.981438e-01
BMI_Class 1 Obesity -4.389270e-01
BMI_Class 2 Obesity 1.082539e-01
BMI_Class 3 Obesity -1.087882e-02
GenHlth_Excellent 1.059352e-01
GenHlth_Very good 1.059352e-01
GenHlth_Good 1.059352e-01
GenHlth_Fair 1.059352e-01
GenHlth_Poor 1.059352e-01
MentHlth_0 3.041180e-02
MentHlth_1-5 3.041180e-02
MentHlth_6-10 3.041180e-02
MentHlth_11-15 3.041180e-02
MentHlth_16-20 3.041180e-02
MentHlth_21-25 3.041180e-02
MentHlth_26-30 3.041180e-02
PhysHlth_0 -1.734759e-02
PhysHlth_1-5 -1.734759e-02
PhysHlth_6-10 -1.734759e-02
PhysHlth_11-15 -1.734759e-02
PhysHlth_16-20 -1.734759e-02
PhysHlth_21-25 -1.734759e-02
PhysHlth_26-30 -1.734759e-02
Education_Never attended school or only kinderg... -1.926018e-02
Education_Elementary -1.926018e-02
Education_Some high school -1.926018e-02
Education_High school graduate -1.926018e-02
Education_Some college or technical school -1.926018e-02
Education_College graduate -1.926018e-02
Income_Less than $10,000 -1.307797e-01
Income_$10,000-$14,999 -1.307797e-01
Income_$15,000-$19,999 -1.307797e-01
Income_$20,000-$24,999 -1.307797e-01
Income_$25,000-$34,999 -1.307797e-01
Income_$35,000-$49,999 -1.307797e-01
Income_$50,000-$74,999 -1.307797e-01
Income_$75,000 or more -1.307797e-01
Sex_Female -0.000000e+00
Sex_Male 7.729051e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 7.729100e-02
Age_65+ -0.000000e+00
PC57 PC58
HighBP -0.000000e+00 0.000000e+00
HighChol -6.712898e-18 8.055478e-17
CholCheck -5.616528e-16 -2.218064e-16
Smoker -7.456743e-17 -1.885310e-17
Stroke 4.586318e-16 1.258829e-15
HeartDiseaseorAttack -2.828380e-16 -8.552018e-17
PhysActivity 1.257359e-16 7.797043e-16
Fruits -9.022785e-17 -1.806822e-17
Veggies 7.675183e-17 -6.733828e-17
HvyAlcoholConsump 3.638993e-16 -1.626852e-16
AnyHealthcare -1.506956e-16 2.146202e-16
NoDocbcCost -3.657551e-16 2.337392e-16
DiffWalk 2.338557e-17 -3.476158e-16
BMI_Underweight 4.450825e-01 6.111931e-02
BMI_Healthy weight 9.083498e-02 -2.190259e-01
BMI_Overweight -2.942563e-01 -1.454355e-01
BMI_Class 1 Obesity 5.164475e-01 3.380159e-01
BMI_Class 2 Obesity -4.091417e-01 -3.731450e-02
BMI_Class 3 Obesity 3.841246e-01 -1.358966e-01
GenHlth_Excellent -1.034739e-01 1.212119e-01
GenHlth_Very good -1.034739e-01 1.212119e-01
GenHlth_Good -1.034739e-01 1.212119e-01
GenHlth_Fair -1.034739e-01 1.212119e-01
GenHlth_Poor -1.034739e-01 1.212119e-01
MentHlth_0 4.153140e-03 1.469578e-01
MentHlth_1-5 4.153140e-03 1.469578e-01
MentHlth_6-10 4.153140e-03 1.469578e-01
MentHlth_11-15 4.153140e-03 1.469578e-01
MentHlth_16-20 4.153140e-03 1.469578e-01
MentHlth_21-25 4.153140e-03 1.469578e-01
MentHlth_26-30 4.153140e-03 1.469578e-01
PhysHlth_0 4.648660e-02 -1.965016e-01
PhysHlth_1-5 4.648660e-02 -1.965016e-01
PhysHlth_6-10 4.648660e-02 -1.965016e-01
PhysHlth_11-15 4.648660e-02 -1.965016e-01
PhysHlth_16-20 4.648660e-02 -1.965016e-01
PhysHlth_21-25 4.648660e-02 -1.965016e-01
PhysHlth_26-30 4.648660e-02 -1.965016e-01
Education_Never attended school or only kinderg... 1.451792e-02 -1.023946e-02
Education_Elementary 1.451792e-02 -1.023946e-02
Education_Some high school 1.451792e-02 -1.023946e-02
Education_High school graduate 1.451792e-02 -1.023946e-02
Education_Some college or technical school 1.451792e-02 -1.023946e-02
Education_College graduate 1.451792e-02 -1.023946e-02
Income_Less than $10,000 4.164024e-02 9.583943e-02
Income_$10,000-$14,999 4.164024e-02 9.583943e-02
Income_$15,000-$19,999 4.164024e-02 9.583943e-02
Income_$20,000-$24,999 4.164024e-02 9.583943e-02
Income_$25,000-$34,999 4.164024e-02 9.583943e-02
Income_$35,000-$49,999 4.164024e-02 9.583943e-02
Income_$50,000-$74,999 4.164024e-02 9.583943e-02
Income_$75,000 or more 4.164024e-02 9.583943e-02
Sex_Female -0.000000e+00 0.000000e+00
Sex_Male -1.440128e-01 3.346540e-01
Age_18-29 -0.000000e+00 0.000000e+00
Age_30-49 -0.000000e+00 0.000000e+00
Age_50-64 -1.440124e-01 3.346546e-01
Age_65+ -0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_31:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.842588 -0.251070 0.608789 -0.574374 0.336328 -0.380121 -0.901940
1 0.733713 0.112141 -0.350306 -0.221757 0.491657 0.614104 -1.284063
2 -0.630891 -0.556154 0.840406 -0.602353 0.593065 0.261889 0.207108
3 -0.459844 -1.174138 0.720339 -0.602678 -0.442191 -0.354430 0.434329
4 -0.100596 -0.375598 -0.665580 0.896727 -0.138461 0.587380 -0.180134
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.784280 0.870095 0.136282 ... 0.0 0.0 0.0 0.0 0.0
1 0.202877 -0.123741 0.464036 ... 0.0 0.0 0.0 0.0 0.0
2 0.112129 0.260508 0.226779 ... 0.0 0.0 0.0 0.0 0.0
3 -0.046843 -0.104751 0.178980 ... 0.0 0.0 0.0 0.0 0.0
4 0.606052 0.246580 0.915658 ... 0.0 0.0 0.0 0.0 0.0
PC54 PC55 PC56 PC57 PC58
0 1.110223e-16 -3.330669e-16 3.885781e-16 2.220446e-16 -4.440892e-16
1 8.326673e-17 0.000000e+00 2.220446e-16 1.110223e-16 0.000000e+00
2 1.665335e-16 5.551115e-17 5.551115e-17 0.000000e+00 2.220446e-16
3 -5.551115e-17 -5.551115e-17 1.110223e-16 0.000000e+00 -6.661338e-16
4 1.665335e-16 0.000000e+00 -2.775558e-16 2.220446e-16 8.881784e-16
[5 rows x 58 columns]
For Subset_31, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_32:
[1.25060757e-01 7.20683639e-02 6.30087559e-02 5.85057997e-02
5.27270893e-02 5.04375744e-02 4.77532530e-02 4.43446888e-02
4.26764724e-02 4.02025096e-02 3.65529197e-02 3.22708028e-02
2.93007520e-02 2.65273393e-02 2.35355858e-02 2.21381787e-02
1.98858654e-02 1.82951037e-02 1.78440089e-02 1.52060346e-02
1.45127563e-02 1.34708910e-02 1.28339416e-02 1.17270384e-02
1.10160263e-02 1.08856570e-02 9.95497597e-03 9.06159273e-03
8.86785345e-03 8.08143356e-03 7.94341512e-03 7.63452978e-03
7.04672188e-03 6.54899088e-03 5.02024265e-03 4.94615391e-03
4.21229760e-03 3.16527655e-03 2.85762242e-03 1.66812848e-03
2.02600012e-04 1.65574214e-17 8.99226249e-18 5.21430862e-18
4.46402394e-18 4.08620051e-18 4.01834437e-18 3.45603102e-20
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_32:
[0.12506076 0.19712912 0.26013788 0.31864368 0.37137077 0.42180834
0.46956159 0.51390628 0.55658275 0.59678526 0.63333818 0.66560899
0.69490974 0.72143708 0.74497266 0.76711084 0.78699671 0.80529181
0.82313582 0.83834185 0.85285461 0.8663255 0.87915944 0.89088648
0.90190251 0.91278817 0.92274314 0.93180473 0.94067259 0.94875402
0.95669744 0.96433197 0.97137869 0.97792768 0.98294792 0.98789407
0.99210637 0.99527165 0.99812927 0.9997974 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_32:
PC1 \
HighBP -1.999469e-01
HighChol -1.807021e-01
CholCheck -1.418833e-03
Smoker -1.995860e-01
Stroke -4.914933e-02
HeartDiseaseorAttack -8.536999e-02
PhysActivity 2.256106e-01
Fruits 1.489431e-01
Veggies 1.160958e-01
HvyAlcoholConsump 1.145005e-02
AnyHealthcare 3.022972e-02
NoDocbcCost -1.298264e-01
DiffWalk -3.281536e-01
BMI_Underweight -4.135903e-25
BMI_Healthy weight -0.000000e+00
BMI_Overweight 6.462349e-27
BMI_Class 1 Obesity 1.480420e-17
BMI_Class 2 Obesity 1.009742e-28
BMI_Class 3 Obesity -1.262177e-29
GenHlth_Excellent 6.130346e-02
GenHlth_Very good 3.313372e-01
GenHlth_Good -8.160770e-02
GenHlth_Fair -2.010827e-01
GenHlth_Poor -1.099503e-01
MentHlth_0 2.986954e-01
MentHlth_1-5 -6.187675e-02
MentHlth_6-10 -3.956508e-02
MentHlth_11-15 -3.927645e-02
MentHlth_16-20 -2.678291e-02
MentHlth_21-25 -1.064421e-02
MentHlth_26-30 -1.205500e-01
PhysHlth_0 3.782369e-01
PhysHlth_1-5 -7.405358e-02
PhysHlth_6-10 -4.327283e-02
PhysHlth_11-15 -4.771693e-02
PhysHlth_16-20 -2.769369e-02
PhysHlth_21-25 -1.746896e-02
PhysHlth_26-30 -1.680309e-01
Education_Never attended school or only kinderg... -7.212738e-04
Education_Elementary -1.360217e-02
Education_Some high school -4.581927e-02
Education_High school graduate -1.535954e-01
Education_Some college or technical school -5.229552e-02
Education_College graduate 2.660337e-01
Income_Less than $10,000 -6.714905e-02
Income_$10,000-$14,999 -6.971300e-02
Income_$15,000-$19,999 -6.186057e-02
Income_$20,000-$24,999 -5.877288e-02
Income_$25,000-$34,999 -3.717110e-02
Income_$35,000-$49,999 -1.401310e-02
Income_$50,000-$74,999 2.361369e-02
Income_$75,000 or more 2.850660e-01
Sex_Female 1.480420e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.480420e-17
Age_65+ -0.000000e+00
PC2 \
HighBP -1.444936e-02
HighChol 1.982191e-02
CholCheck 1.016840e-02
Smoker -1.426157e-01
Stroke 1.320439e-03
HeartDiseaseorAttack -1.328780e-03
PhysActivity 9.928015e-02
Fruits 1.226186e-01
Veggies 9.290411e-02
HvyAlcoholConsump 6.795110e-03
AnyHealthcare 3.495977e-02
NoDocbcCost 1.532439e-02
DiffWalk 4.994478e-02
BMI_Underweight -8.673617e-19
BMI_Healthy weight 2.168404e-19
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -6.611064e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -3.262702e-02
GenHlth_Very good 1.855686e-02
GenHlth_Good -3.009438e-02
GenHlth_Fair 2.801892e-02
GenHlth_Poor 1.614562e-02
MentHlth_0 -3.763444e-01
MentHlth_1-5 2.870585e-01
MentHlth_6-10 2.621007e-02
MentHlth_11-15 1.768340e-02
MentHlth_16-20 1.156821e-02
MentHlth_21-25 5.237534e-03
MentHlth_26-30 2.858669e-02
PhysHlth_0 -4.069437e-01
PhysHlth_1-5 3.149078e-01
PhysHlth_6-10 3.176811e-02
PhysHlth_11-15 1.633547e-02
PhysHlth_16-20 8.832818e-03
PhysHlth_21-25 4.549706e-03
PhysHlth_26-30 3.054978e-02
Education_Never attended school or only kinderg... -7.114377e-05
Education_Elementary -2.282138e-03
Education_Some high school -2.494294e-03
Education_High school graduate -2.402674e-01
Education_Some college or technical school -2.553403e-01
Education_College graduate 5.004553e-01
Income_Less than $10,000 -5.124647e-03
Income_$10,000-$14,999 -1.080847e-02
Income_$15,000-$19,999 -2.949052e-02
Income_$20,000-$24,999 -2.663927e-02
Income_$25,000-$34,999 -5.114559e-02
Income_$35,000-$49,999 -9.042220e-02
Income_$50,000-$74,999 -2.781315e-02
Income_$75,000 or more 2.414438e-01
Sex_Female -6.609947e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -6.609947e-17
Age_65+ 0.000000e+00
PC3 \
HighBP 1.360619e-01
HighChol 5.848903e-02
CholCheck 8.293268e-03
Smoker -1.306377e-01
Stroke -1.325888e-02
HeartDiseaseorAttack -2.707706e-02
PhysActivity 1.094257e-01
Fruits 1.214280e-01
Veggies 5.769213e-02
HvyAlcoholConsump -6.119553e-03
AnyHealthcare 2.336870e-03
NoDocbcCost -2.297489e-02
DiffWalk -1.430253e-01
BMI_Underweight -6.938894e-18
BMI_Healthy weight 1.734723e-18
BMI_Overweight -4.336809e-19
BMI_Class 1 Obesity 6.074450e-17
BMI_Class 2 Obesity 1.084202e-19
BMI_Class 3 Obesity 2.710505e-20
GenHlth_Excellent 2.185206e-03
GenHlth_Very good -4.884768e-01
GenHlth_Good 7.565983e-01
GenHlth_Fair -1.838972e-01
GenHlth_Poor -8.640941e-02
MentHlth_0 9.729115e-02
MentHlth_1-5 7.069680e-03
MentHlth_6-10 -1.002704e-02
MentHlth_11-15 -1.210770e-02
MentHlth_16-20 -9.586545e-03
MentHlth_21-25 -5.448131e-03
MentHlth_26-30 -6.719141e-02
PhysHlth_0 5.348522e-02
PhysHlth_1-5 1.005619e-01
PhysHlth_6-10 -3.854278e-03
PhysHlth_11-15 -1.421623e-02
PhysHlth_16-20 -1.182839e-02
PhysHlth_21-25 -8.179055e-03
PhysHlth_26-30 -1.159692e-01
Education_Never attended school or only kinderg... -6.116683e-05
Education_Elementary -5.944921e-03
Education_Some high school -1.565921e-02
Education_High school graduate -5.417403e-03
Education_Some college or technical school -3.588128e-02
Education_College graduate 6.296399e-02
Income_Less than $10,000 -3.078539e-02
Income_$10,000-$14,999 -2.342236e-02
Income_$15,000-$19,999 -1.972549e-02
Income_$20,000-$24,999 -1.793863e-03
Income_$25,000-$34,999 1.224567e-02
Income_$35,000-$49,999 3.037745e-02
Income_$50,000-$74,999 7.264093e-02
Income_$75,000 or more -3.953694e-02
Sex_Female 6.073097e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 6.073097e-17
Age_65+ 0.000000e+00
PC4 \
HighBP -2.272713e-01
HighChol -1.467212e-01
CholCheck -6.199739e-03
Smoker -3.592137e-03
Stroke -1.569751e-02
HeartDiseaseorAttack -3.059573e-02
PhysActivity 1.218005e-01
Fruits 1.374935e-01
Veggies 9.718994e-02
HvyAlcoholConsump 5.115746e-03
AnyHealthcare 6.922197e-03
NoDocbcCost -2.106090e-03
DiffWalk -5.858546e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -6.938894e-18
BMI_Overweight 1.734723e-18
BMI_Class 1 Obesity -1.407626e-16
BMI_Class 2 Obesity -8.673617e-19
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.184001e-02
GenHlth_Very good 2.563326e-02
GenHlth_Good 4.562344e-02
GenHlth_Fair -5.145255e-02
GenHlth_Poor -3.164416e-02
MentHlth_0 -2.236765e-01
MentHlth_1-5 2.012731e-01
MentHlth_6-10 1.208694e-02
MentHlth_11-15 5.973251e-03
MentHlth_16-20 2.258193e-03
MentHlth_21-25 -2.739695e-03
MentHlth_26-30 4.824690e-03
PhysHlth_0 -8.486846e-02
PhysHlth_1-5 1.241710e-01
PhysHlth_6-10 3.356552e-03
PhysHlth_11-15 2.281708e-03
PhysHlth_16-20 -2.876182e-03
PhysHlth_21-25 -5.475564e-03
PhysHlth_26-30 -3.658909e-02
Education_Never attended school or only kinderg... -2.145329e-04
Education_Elementary -7.800370e-03
Education_Some high school -2.204995e-02
Education_High school graduate -3.902148e-01
Education_Some college or technical school 7.132344e-01
Education_College graduate -2.929548e-01
Income_Less than $10,000 -2.817925e-02
Income_$10,000-$14,999 -1.994323e-02
Income_$15,000-$19,999 -2.510005e-02
Income_$20,000-$24,999 -9.327648e-03
Income_$25,000-$34,999 1.423895e-02
Income_$35,000-$49,999 2.884340e-02
Income_$50,000-$74,999 7.685479e-02
Income_$75,000 or more -3.738696e-02
Sex_Female -1.405196e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.405196e-16
Age_65+ 0.000000e+00
PC5 \
HighBP 5.145405e-01
HighChol 5.408158e-01
CholCheck 3.683128e-02
Smoker 2.832707e-02
Stroke 2.917479e-02
HeartDiseaseorAttack 6.619010e-02
PhysActivity 3.430007e-02
Fruits 1.286663e-01
Veggies 9.144842e-02
HvyAlcoholConsump -1.015100e-02
AnyHealthcare 3.663110e-02
NoDocbcCost -2.172571e-02
DiffWalk 8.421784e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 3.804885e-16
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity -3.469447e-18
GenHlth_Excellent -4.113048e-02
GenHlth_Very good 3.180320e-02
GenHlth_Good -9.406096e-02
GenHlth_Fair 6.778866e-02
GenHlth_Poor 3.559958e-02
MentHlth_0 2.298525e-01
MentHlth_1-5 -2.219907e-01
MentHlth_6-10 -1.953802e-02
MentHlth_11-15 -2.857006e-03
MentHlth_16-20 -3.755457e-03
MentHlth_21-25 1.716787e-03
MentHlth_26-30 1.657192e-02
PhysHlth_0 1.359455e-03
PhysHlth_1-5 -8.592866e-02
PhysHlth_6-10 7.070116e-03
PhysHlth_11-15 8.756835e-03
PhysHlth_16-20 5.780831e-03
PhysHlth_21-25 3.320623e-03
PhysHlth_26-30 5.964080e-02
Education_Never attended school or only kinderg... 8.482192e-06
Education_Elementary 7.368280e-03
Education_Some high school 1.718766e-02
Education_High school graduate -3.994246e-01
Education_Some college or technical school 2.547704e-01
Education_College graduate 1.200898e-01
Income_Less than $10,000 3.331091e-03
Income_$10,000-$14,999 6.146658e-03
Income_$15,000-$19,999 -1.469084e-02
Income_$20,000-$24,999 -1.410717e-02
Income_$25,000-$34,999 -3.120505e-02
Income_$35,000-$49,999 -5.299919e-02
Income_$50,000-$74,999 -4.855290e-02
Income_$75,000 or more 1.520774e-01
Sex_Female 3.676622e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.676622e-16
Age_65+ 0.000000e+00
PC6 \
HighBP -1.197270e-01
HighChol -3.399798e-01
CholCheck -3.236547e-03
Smoker -2.063265e-01
Stroke 6.149562e-03
HeartDiseaseorAttack 1.127934e-02
PhysActivity -5.949842e-02
Fruits 2.054991e-01
Veggies 4.070182e-02
HvyAlcoholConsump -2.286318e-02
AnyHealthcare -8.895174e-03
NoDocbcCost -1.477277e-03
DiffWalk 1.441227e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity -2.904685e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent 4.132148e-02
GenHlth_Very good -1.172338e-01
GenHlth_Good -7.657698e-02
GenHlth_Fair 1.298635e-01
GenHlth_Poor 2.262578e-02
MentHlth_0 4.946667e-01
MentHlth_1-5 -4.154386e-01
MentHlth_6-10 -2.960663e-02
MentHlth_11-15 -1.615266e-02
MentHlth_16-20 -2.850229e-03
MentHlth_21-25 -1.266539e-03
MentHlth_26-30 -2.935206e-02
PhysHlth_0 -4.390550e-01
PhysHlth_1-5 3.040765e-01
PhysHlth_6-10 3.510234e-02
PhysHlth_11-15 1.546128e-02
PhysHlth_16-20 7.023075e-03
PhysHlth_21-25 7.532984e-03
PhysHlth_26-30 6.985876e-02
Education_Never attended school or only kinderg... 7.620440e-04
Education_Elementary 1.290640e-02
Education_Some high school 1.496494e-02
Education_High school graduate -1.800716e-02
Education_Some college or technical school 3.806986e-02
Education_College graduate -4.869608e-02
Income_Less than $10,000 1.594666e-02
Income_$10,000-$14,999 1.772718e-02
Income_$15,000-$19,999 1.909749e-02
Income_$20,000-$24,999 4.200599e-03
Income_$25,000-$34,999 3.590458e-03
Income_$35,000-$49,999 -7.720788e-03
Income_$50,000-$74,999 -5.725454e-02
Income_$75,000 or more 4.412952e-03
Sex_Female -3.057991e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -3.057991e-16
Age_65+ 0.000000e+00
PC7 \
HighBP 1.943122e-01
HighChol 8.645403e-02
CholCheck 9.391848e-03
Smoker -2.275602e-01
Stroke 9.301538e-03
HeartDiseaseorAttack 1.894536e-02
PhysActivity 2.486894e-01
Fruits 6.150670e-01
Veggies 2.226702e-01
HvyAlcoholConsump -3.384850e-02
AnyHealthcare -1.513580e-02
NoDocbcCost 8.099847e-03
DiffWalk -7.386702e-03
BMI_Underweight -5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight -2.255141e-17
BMI_Class 1 Obesity 1.097625e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -2.007731e-02
GenHlth_Very good 1.337870e-01
GenHlth_Good -1.679426e-01
GenHlth_Fair 5.104888e-02
GenHlth_Poor 3.183998e-03
MentHlth_0 -9.021058e-02
MentHlth_1-5 1.059073e-01
MentHlth_6-10 1.124991e-03
MentHlth_11-15 -2.464777e-04
MentHlth_16-20 2.169296e-03
MentHlth_21-25 -9.177771e-04
MentHlth_26-30 -1.782671e-02
PhysHlth_0 1.669169e-02
PhysHlth_1-5 -1.213643e-02
PhysHlth_6-10 -5.377542e-04
PhysHlth_11-15 -1.929562e-03
PhysHlth_16-20 4.261496e-03
PhysHlth_21-25 7.891459e-04
PhysHlth_26-30 -7.138587e-03
Education_Never attended school or only kinderg... 4.628476e-04
Education_Elementary 6.347660e-03
Education_Some high school -1.127215e-02
Education_High school graduate 2.509650e-01
Education_Some college or technical school -1.215927e-01
Education_College graduate -1.249107e-01
Income_Less than $10,000 7.026839e-03
Income_$10,000-$14,999 4.559271e-03
Income_$15,000-$19,999 1.332793e-02
Income_$20,000-$24,999 2.179402e-02
Income_$25,000-$34,999 2.717473e-02
Income_$35,000-$49,999 1.216481e-01
Income_$50,000-$74,999 2.285816e-01
Income_$75,000 or more -4.241124e-01
Sex_Female 3.148296e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.148296e-17
Age_65+ 0.000000e+00
PC8 \
HighBP -2.992854e-01
HighChol -1.130380e-01
CholCheck -1.177867e-02
Smoker 4.943749e-01
Stroke 2.115346e-02
HeartDiseaseorAttack 3.338956e-02
PhysActivity 9.040299e-02
Fruits 4.303788e-01
Veggies 2.212470e-01
HvyAlcoholConsump 1.680163e-02
AnyHealthcare 1.079201e-02
NoDocbcCost 4.192434e-02
DiffWalk 2.078187e-01
BMI_Underweight 2.775558e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -1.038548e-16
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent 8.544416e-02
GenHlth_Very good -2.827667e-01
GenHlth_Good 2.704162e-02
GenHlth_Fair 8.095216e-02
GenHlth_Poor 8.932875e-02
MentHlth_0 -5.267016e-02
MentHlth_1-5 -9.797077e-02
MentHlth_6-10 7.323306e-03
MentHlth_11-15 2.690971e-02
MentHlth_16-20 1.494637e-02
MentHlth_21-25 6.840623e-03
MentHlth_26-30 9.462093e-02
PhysHlth_0 1.311787e-01
PhysHlth_1-5 -3.576018e-01
PhysHlth_6-10 1.142135e-02
PhysHlth_11-15 2.033674e-02
PhysHlth_16-20 1.889322e-02
PhysHlth_21-25 1.380592e-02
PhysHlth_26-30 1.619660e-01
Education_Never attended school or only kinderg... 3.366580e-04
Education_Elementary 5.870515e-03
Education_Some high school 1.866082e-02
Education_High school graduate -8.328830e-02
Education_Some college or technical school -7.732113e-02
Education_College graduate 1.357414e-01
Income_Less than $10,000 2.763387e-02
Income_$10,000-$14,999 3.056597e-02
Income_$15,000-$19,999 1.668906e-02
Income_$20,000-$24,999 7.716075e-03
Income_$25,000-$34,999 -9.047281e-03
Income_$35,000-$49,999 -7.093011e-02
Income_$50,000-$74,999 -1.189275e-01
Income_$75,000 or more 1.162999e-01
Sex_Female -8.240995e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -8.240995e-17
Age_65+ 0.000000e+00
PC9 \
HighBP -7.252365e-02
HighChol 2.913147e-01
CholCheck 9.095366e-03
Smoker 5.125995e-01
Stroke -1.647947e-02
HeartDiseaseorAttack -1.489709e-02
PhysActivity 2.233829e-01
Fruits 7.912597e-02
Veggies 1.188464e-01
HvyAlcoholConsump 3.155370e-02
AnyHealthcare 2.605980e-02
NoDocbcCost -8.267087e-02
DiffWalk -1.627781e-01
BMI_Underweight -5.551115e-17
BMI_Healthy weight -6.245005e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 7.618093e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent -6.717429e-02
GenHlth_Very good 1.984998e-01
GenHlth_Good 5.552633e-02
GenHlth_Fair -1.338495e-01
GenHlth_Poor -5.300235e-02
MentHlth_0 9.362008e-02
MentHlth_1-5 -8.934225e-04
MentHlth_6-10 -7.683519e-03
MentHlth_11-15 -3.973756e-03
MentHlth_16-20 -7.826245e-03
MentHlth_21-25 -2.691280e-03
MentHlth_26-30 -7.055186e-02
PhysHlth_0 -2.121935e-01
PhysHlth_1-5 3.796256e-01
PhysHlth_6-10 -2.280098e-02
PhysHlth_11-15 -1.668873e-02
PhysHlth_16-20 -1.161896e-02
PhysHlth_21-25 -7.014481e-03
PhysHlth_26-30 -1.093090e-01
Education_Never attended school or only kinderg... -7.835841e-04
Education_Elementary -1.716486e-02
Education_Some high school -3.081577e-02
Education_High school graduate 3.292790e-01
Education_Some college or technical school -3.026327e-02
Education_College graduate -2.502515e-01
Income_Less than $10,000 -2.750243e-02
Income_$10,000-$14,999 -1.370851e-02
Income_$15,000-$19,999 -1.347467e-02
Income_$20,000-$24,999 -2.305521e-02
Income_$25,000-$34,999 -2.260140e-02
Income_$35,000-$49,999 6.901351e-03
Income_$50,000-$74,999 -1.504799e-01
Income_$75,000 or more 2.439207e-01
Sex_Female 4.347385e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 4.347385e-17
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -1.578677e-01 ... 0.0
HighChol 6.320945e-02 ... 0.0
CholCheck -2.003546e-02 ... 0.0
Smoker 3.997700e-01 ... 0.0
Stroke 3.749176e-03 ... 0.0
HeartDiseaseorAttack -4.686321e-03 ... 0.0
PhysActivity 7.572728e-02 ... 0.0
Fruits -1.944825e-01 ... 0.0
Veggies -1.477498e-02 ... 0.0
HvyAlcoholConsump 2.240627e-02 ... 0.0
AnyHealthcare 1.764269e-03 ... 0.0
NoDocbcCost 2.732183e-02 ... 0.0
DiffWalk -5.162965e-02 ... 0.0
BMI_Underweight 2.081668e-17 ... 0.0
BMI_Healthy weight 0.000000e+00 ... 0.0
BMI_Overweight 0.000000e+00 ... 0.0
BMI_Class 1 Obesity -1.804064e-16 ... 0.0
BMI_Class 2 Obesity -5.551115e-17 ... 0.0
BMI_Class 3 Obesity 0.000000e+00 ... 0.0
GenHlth_Excellent -1.329027e-02 ... 0.0
GenHlth_Very good 8.687702e-02 ... 0.0
GenHlth_Good -8.462203e-04 ... 0.0
GenHlth_Fair -6.015739e-02 ... 0.0
GenHlth_Poor -1.258314e-02 ... 0.0
MentHlth_0 1.475490e-01 ... 0.0
MentHlth_1-5 -1.356823e-01 ... 0.0
MentHlth_6-10 -7.995666e-03 ... 0.0
MentHlth_11-15 -1.899948e-03 ... 0.0
MentHlth_16-20 -3.879734e-03 ... 0.0
MentHlth_21-25 1.778861e-04 ... 0.0
MentHlth_26-30 1.730806e-03 ... 0.0
PhysHlth_0 -7.837656e-02 ... 0.0
PhysHlth_1-5 1.385665e-01 ... 0.0
PhysHlth_6-10 -8.240944e-03 ... 0.0
PhysHlth_11-15 -1.552576e-02 ... 0.0
PhysHlth_16-20 -5.865905e-03 ... 0.0
PhysHlth_21-25 5.068857e-04 ... 0.0
PhysHlth_26-30 -3.106423e-02 ... 0.0
Education_Never attended school or only kinderg... -1.003616e-04 ... 0.0
Education_Elementary -3.327668e-03 ... 0.0
Education_Some high school 8.986843e-03 ... 0.0
Education_High school graduate -2.486394e-01 ... 0.0
Education_Some college or technical school -6.641299e-02 ... 0.0
Education_College graduate 3.094935e-01 ... 0.0
Income_Less than $10,000 -2.012418e-02 ... 0.0
Income_$10,000-$14,999 -1.441909e-02 ... 0.0
Income_$15,000-$19,999 -1.838021e-02 ... 0.0
Income_$20,000-$24,999 -2.050756e-02 ... 0.0
Income_$25,000-$34,999 -5.218730e-03 ... 0.0
Income_$35,000-$49,999 5.437854e-02 ... 0.0
Income_$50,000-$74,999 5.210336e-01 ... 0.0
Income_$75,000 or more -4.967624e-01 ... 0.0
Sex_Female -1.773354e-16 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 -1.773354e-16 ... 0.0
Age_65+ 0.000000e+00 ... 1.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.0
HighChol 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0
Smoker 0.0 0.0 0.0
Stroke 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0
Fruits 0.0 0.0 0.0
Veggies 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0
Sex_Male 1.0 0.0 0.0
Age_18-29 0.0 0.0 1.0
Age_30-49 0.0 1.0 0.0
Age_50-64 0.0 0.0 0.0
Age_65+ 0.0 0.0 0.0
PC53 \
HighBP -0.000000e+00
HighChol -4.188623e-17
CholCheck -3.778345e-16
Smoker -6.265363e-18
Stroke 1.550338e-16
HeartDiseaseorAttack 2.249945e-16
PhysActivity 3.035097e-17
Fruits 1.055036e-17
Veggies -8.171136e-17
HvyAlcoholConsump 1.338487e-16
AnyHealthcare 2.443778e-16
NoDocbcCost 1.949687e-16
DiffWalk 2.570236e-17
BMI_Underweight -2.028040e-02
BMI_Healthy weight -6.604806e-02
BMI_Overweight 1.698654e-01
BMI_Class 1 Obesity -1.828493e-01
BMI_Class 2 Obesity 1.542781e-03
BMI_Class 3 Obesity -5.497275e-03
GenHlth_Excellent -1.843269e-02
GenHlth_Very good -1.843269e-02
GenHlth_Good -1.843269e-02
GenHlth_Fair -1.843269e-02
GenHlth_Poor -1.843269e-02
MentHlth_0 -2.541409e-02
MentHlth_1-5 -2.541409e-02
MentHlth_6-10 -2.541409e-02
MentHlth_11-15 -2.541409e-02
MentHlth_16-20 -2.541409e-02
MentHlth_21-25 -2.541409e-02
MentHlth_26-30 -2.541409e-02
PhysHlth_0 7.307535e-02
PhysHlth_1-5 7.307535e-02
PhysHlth_6-10 7.307535e-02
PhysHlth_11-15 7.307535e-02
PhysHlth_16-20 7.307535e-02
PhysHlth_21-25 7.307535e-02
PhysHlth_26-30 7.307535e-02
Education_Never attended school or only kinderg... -5.912392e-03
Education_Elementary -5.912392e-03
Education_Some high school -5.912392e-03
Education_High school graduate -5.912392e-03
Education_Some college or technical school -5.912392e-03
Education_College graduate -5.912392e-03
Income_Less than $10,000 -2.805784e-02
Income_$10,000-$14,999 -2.805784e-02
Income_$15,000-$19,999 -2.805784e-02
Income_$20,000-$24,999 -2.805784e-02
Income_$25,000-$34,999 -2.805784e-02
Income_$35,000-$49,999 -2.805784e-02
Income_$50,000-$74,999 -2.805784e-02
Income_$75,000 or more -2.805784e-02
Sex_Female 7.573728e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -5.560435e-01
Age_65+ -0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 2.617889e-17
CholCheck 9.347336e-16
Smoker 1.922845e-17
Stroke -4.306920e-16
HeartDiseaseorAttack -2.674809e-16
PhysActivity -1.034169e-16
Fruits 4.450426e-17
Veggies 1.495246e-16
HvyAlcoholConsump -5.474685e-16
AnyHealthcare -9.883668e-16
NoDocbcCost -3.652175e-16
DiffWalk -1.186613e-16
BMI_Underweight 2.909767e-01
BMI_Healthy weight 2.628413e-01
BMI_Overweight 1.681971e-01
BMI_Class 1 Obesity -2.047620e-01
BMI_Class 2 Obesity -2.499005e-01
BMI_Class 3 Obesity 3.138897e-01
GenHlth_Excellent 3.310604e-02
GenHlth_Very good 3.310604e-02
GenHlth_Good 3.310604e-02
GenHlth_Fair 3.310604e-02
GenHlth_Poor 3.310604e-02
MentHlth_0 1.250635e-02
MentHlth_1-5 1.250635e-02
MentHlth_6-10 1.250635e-02
MentHlth_11-15 1.250635e-02
MentHlth_16-20 1.250635e-02
MentHlth_21-25 1.250635e-02
MentHlth_26-30 1.250635e-02
PhysHlth_0 -1.418013e-01
PhysHlth_1-5 -1.418013e-01
PhysHlth_6-10 -1.418013e-01
PhysHlth_11-15 -1.418013e-01
PhysHlth_16-20 -1.418013e-01
PhysHlth_21-25 -1.418013e-01
PhysHlth_26-30 -1.418013e-01
Education_Never attended school or only kinderg... -2.526538e-01
Education_Elementary -2.526538e-01
Education_Some high school -2.526538e-01
Education_High school graduate -2.526538e-01
Education_Some college or technical school -2.526538e-01
Education_College graduate -2.526538e-01
Income_Less than $10,000 2.671351e-02
Income_$10,000-$14,999 2.671351e-02
Income_$15,000-$19,999 2.671351e-02
Income_$20,000-$24,999 2.671351e-02
Income_$25,000-$34,999 2.671351e-02
Income_$35,000-$49,999 2.671351e-02
Income_$50,000-$74,999 2.671351e-02
Income_$75,000 or more 2.671351e-02
Sex_Female 1.942948e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 2.031279e-01
Age_65+ -0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol 1.047156e-17
CholCheck -2.833435e-16
Smoker -3.489374e-17
Stroke -4.841538e-17
HeartDiseaseorAttack 2.459936e-17
PhysActivity 1.557040e-17
Fruits 1.064212e-16
Veggies -8.404058e-17
HvyAlcoholConsump -9.287061e-17
AnyHealthcare -4.596228e-16
NoDocbcCost -6.092692e-17
DiffWalk 2.480803e-17
BMI_Underweight -1.273858e-02
BMI_Healthy weight -3.208185e-01
BMI_Overweight -7.102766e-02
BMI_Class 1 Obesity 2.489918e-01
BMI_Class 2 Obesity 3.919304e-01
BMI_Class 3 Obesity 4.634155e-02
GenHlth_Excellent 3.547612e-03
GenHlth_Very good 3.547612e-03
GenHlth_Good 3.547612e-03
GenHlth_Fair 3.547612e-03
GenHlth_Poor 3.547612e-03
MentHlth_0 1.303320e-01
MentHlth_1-5 1.303320e-01
MentHlth_6-10 1.303320e-01
MentHlth_11-15 1.303320e-01
MentHlth_16-20 1.303320e-01
MentHlth_21-25 1.303320e-01
MentHlth_26-30 1.303320e-01
PhysHlth_0 1.081048e-01
PhysHlth_1-5 1.081048e-01
PhysHlth_6-10 1.081048e-01
PhysHlth_11-15 1.081048e-01
PhysHlth_16-20 1.081048e-01
PhysHlth_21-25 1.081048e-01
PhysHlth_26-30 1.081048e-01
Education_Never attended school or only kinderg... -2.573354e-01
Education_Elementary -2.573354e-01
Education_Some high school -2.573354e-01
Education_High school graduate -2.573354e-01
Education_Some college or technical school -2.573354e-01
Education_College graduate -2.573354e-01
Income_Less than $10,000 -8.096532e-02
Income_$10,000-$14,999 -8.096532e-02
Income_$15,000-$19,999 -8.096532e-02
Income_$20,000-$24,999 -8.096532e-02
Income_$25,000-$34,999 -8.096532e-02
Income_$35,000-$49,999 -8.096532e-02
Income_$50,000-$74,999 -8.096532e-02
Income_$75,000 or more -8.096532e-02
Sex_Female -1.096437e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.074527e-01
Age_65+ -0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 1.210774e-16
CholCheck 2.149506e-17
Smoker -2.895499e-18
Stroke -4.451472e-16
HeartDiseaseorAttack -3.221265e-16
PhysActivity 7.524257e-17
Fruits 2.994128e-17
Veggies 1.448753e-16
HvyAlcoholConsump -1.477975e-16
AnyHealthcare -8.636294e-16
NoDocbcCost -4.398788e-16
DiffWalk -2.992529e-16
BMI_Underweight 3.846251e-01
BMI_Healthy weight -1.787938e-01
BMI_Overweight 4.699734e-01
BMI_Class 1 Obesity -1.086840e-01
BMI_Class 2 Obesity 2.714259e-01
BMI_Class 3 Obesity 1.206797e-01
GenHlth_Excellent -4.636267e-02
GenHlth_Very good -4.636267e-02
GenHlth_Good -4.636267e-02
GenHlth_Fair -4.636267e-02
GenHlth_Poor -4.636267e-02
MentHlth_0 2.078430e-01
MentHlth_1-5 2.078430e-01
MentHlth_6-10 2.078430e-01
MentHlth_11-15 2.078430e-01
MentHlth_16-20 2.078430e-01
MentHlth_21-25 2.078430e-01
MentHlth_26-30 2.078430e-01
PhysHlth_0 -7.916971e-02
PhysHlth_1-5 -7.916971e-02
PhysHlth_6-10 -7.916971e-02
PhysHlth_11-15 -7.916971e-02
PhysHlth_16-20 -7.916971e-02
PhysHlth_21-25 -7.916971e-02
PhysHlth_26-30 -7.916971e-02
Education_Never attended school or only kinderg... 1.394364e-01
Education_Elementary 1.394364e-01
Education_Some high school 1.394364e-01
Education_High school graduate 1.394364e-01
Education_Some college or technical school 1.394364e-01
Education_College graduate 1.394364e-01
Income_Less than $10,000 4.755460e-02
Income_$10,000-$14,999 4.755460e-02
Income_$15,000-$19,999 4.755460e-02
Income_$20,000-$24,999 4.755460e-02
Income_$25,000-$34,999 4.755460e-02
Income_$35,000-$49,999 4.755460e-02
Income_$50,000-$74,999 4.755460e-02
Income_$75,000 or more 4.755460e-02
Sex_Female -6.268041e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -5.903072e-02
Age_65+ 0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 3.141467e-17 -3.665045e-17
CholCheck 7.747665e-16 1.024717e-15
Smoker 8.451390e-17 -4.224886e-17
Stroke -7.872264e-16 1.060846e-16
HeartDiseaseorAttack -7.091071e-16 -4.905718e-16
PhysActivity -9.685821e-17 2.591368e-17
Fruits 4.060129e-17 -5.095999e-17
Veggies -4.791829e-17 2.758958e-16
HvyAlcoholConsump -5.301818e-16 -2.177293e-16
AnyHealthcare -4.272742e-16 3.814141e-16
NoDocbcCost -2.683019e-16 -1.027696e-16
DiffWalk -3.995744e-16 -3.671357e-16
BMI_Underweight -3.508355e-01 1.176152e-02
BMI_Healthy weight -1.273718e-01 3.010500e-01
BMI_Overweight 4.240015e-01 1.757311e-01
BMI_Class 1 Obesity 2.838288e-01 -4.830309e-02
BMI_Class 2 Obesity -1.057855e-01 6.302471e-01
BMI_Class 3 Obesity 5.749270e-01 -3.353378e-01
GenHlth_Excellent 1.560871e-01 1.981371e-01
GenHlth_Very good 1.560871e-01 1.981371e-01
GenHlth_Good 1.560871e-01 1.981371e-01
GenHlth_Fair 1.560871e-01 1.981371e-01
GenHlth_Poor 1.560871e-01 1.981371e-01
MentHlth_0 -7.091055e-02 -9.286529e-02
MentHlth_1-5 -7.091055e-02 -9.286529e-02
MentHlth_6-10 -7.091055e-02 -9.286529e-02
MentHlth_11-15 -7.091055e-02 -9.286529e-02
MentHlth_16-20 -7.091055e-02 -9.286529e-02
MentHlth_21-25 -7.091055e-02 -9.286529e-02
MentHlth_26-30 -7.091055e-02 -9.286529e-02
PhysHlth_0 -3.189774e-02 -9.458681e-02
PhysHlth_1-5 -3.189774e-02 -9.458681e-02
PhysHlth_6-10 -3.189774e-02 -9.458681e-02
PhysHlth_11-15 -3.189774e-02 -9.458681e-02
PhysHlth_16-20 -3.189774e-02 -9.458681e-02
PhysHlth_21-25 -3.189774e-02 -9.458681e-02
PhysHlth_26-30 -3.189774e-02 -9.458681e-02
Education_Never attended school or only kinderg... 4.109604e-02 -7.537173e-03
Education_Elementary 4.109604e-02 -7.537173e-03
Education_Some high school 4.109604e-02 -7.537173e-03
Education_High school graduate 4.109604e-02 -7.537173e-03
Education_Some college or technical school 4.109604e-02 -7.537173e-03
Education_College graduate 4.109604e-02 -7.537173e-03
Income_Less than $10,000 -7.209852e-02 -6.931260e-02
Income_$10,000-$14,999 -7.209852e-02 -6.931260e-02
Income_$15,000-$19,999 -7.209852e-02 -6.931260e-02
Income_$20,000-$24,999 -7.209852e-02 -6.931260e-02
Income_$25,000-$34,999 -7.209852e-02 -6.931260e-02
Income_$35,000-$49,999 -7.209852e-02 -6.931260e-02
Income_$50,000-$74,999 -7.209852e-02 -6.931260e-02
Income_$75,000 or more -7.209852e-02 -6.931260e-02
Sex_Female -1.458721e-01 6.435941e-02
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 -1.465927e-01 6.442250e-02
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_32:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.384630 -0.018627 0.612272 -0.579019 -0.106589 0.180540 -0.850609
1 -1.690811 -0.002388 -0.631736 0.433281 0.958578 0.031712 0.105206
2 -1.232771 -0.529336 -0.479511 0.145783 0.911209 0.305637 -0.496637
3 0.681676 -0.630000 -0.674578 0.521022 0.593579 -0.140251 -0.449755
4 0.541993 -0.031735 -0.569447 1.228607 -0.575669 -0.541339 0.579966
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.285164 -0.505987 1.145933 ... 0.0 0.0 0.0 0.0 -1.443290e-15
1 0.779338 -0.216730 -0.146589 ... 0.0 0.0 0.0 0.0 -5.551115e-16
2 -0.120251 -0.018622 0.267515 ... 0.0 0.0 0.0 0.0 7.771561e-16
3 0.375907 0.617682 -0.211078 ... 0.0 0.0 0.0 0.0 -1.110223e-16
4 -0.056853 -0.341052 -0.400982 ... 0.0 0.0 0.0 0.0 -5.551115e-16
PC54 PC55 PC56 PC57 PC58
0 2.553513e-15 -1.221245e-15 1.887379e-15 3.608225e-15 2.470246e-15
1 1.221245e-15 -4.440892e-16 8.049117e-16 1.387779e-15 3.747003e-16
2 -1.443290e-15 2.220446e-16 -1.165734e-15 -2.386980e-15 -8.187895e-16
3 1.110223e-16 -8.326673e-17 5.551115e-17 5.551115e-17 -6.938894e-17
4 1.332268e-15 2.775558e-16 1.276756e-15 1.221245e-15 3.747003e-16
[5 rows x 58 columns]
For Subset_32, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_33:
[1.21806887e-01 7.16928939e-02 6.66441219e-02 6.01593399e-02
5.28719473e-02 5.18438565e-02 4.63530511e-02 4.35118261e-02
4.18608850e-02 4.06521792e-02 3.65350714e-02 3.37524065e-02
3.19816566e-02 2.98599269e-02 2.79326945e-02 2.11582281e-02
2.02731109e-02 1.87041407e-02 1.57782014e-02 1.54452074e-02
1.38432625e-02 1.24569342e-02 1.17607866e-02 1.12251288e-02
1.07443064e-02 9.34543965e-03 8.89064078e-03 8.72220862e-03
8.36026306e-03 8.03041399e-03 7.67661041e-03 7.33680877e-03
7.19623657e-03 6.02156723e-03 4.98293766e-03 3.99621599e-03
3.29992080e-03 3.17527019e-03 2.30399219e-03 1.74970828e-03
6.37153691e-05 1.15226288e-17 8.31182624e-18 5.85712185e-18
3.86603015e-18 1.25992261e-18 4.77697135e-20 1.39417838e-28
1.85039860e-35 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_33:
[0.12180689 0.19349978 0.2601439 0.32030324 0.37317519 0.42501905
0.4713721 0.51488392 0.55674481 0.59739699 0.63393206 0.66768447
0.69966612 0.72952605 0.75745874 0.77861697 0.79889008 0.81759422
0.83337242 0.84881763 0.86266089 0.87511783 0.88687862 0.89810374
0.90884805 0.91819349 0.92708413 0.93580634 0.9441666 0.95219702
0.95987363 0.96721044 0.97440667 0.98042824 0.98541118 0.98940739
0.99270731 0.99588258 0.99818658 0.99993628 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_33:
PC1 \
HighBP -1.526984e-01
HighChol -1.764658e-01
CholCheck -7.423306e-03
Smoker -2.195907e-01
Stroke -6.494296e-02
HeartDiseaseorAttack -1.486659e-01
PhysActivity 1.939538e-01
Fruits 1.131390e-01
Veggies 8.850478e-02
HvyAlcoholConsump -6.372184e-03
AnyHealthcare 3.129542e-02
NoDocbcCost -1.046165e-01
DiffWalk -3.360060e-01
BMI_Underweight -8.271806e-25
BMI_Healthy weight -1.033976e-25
BMI_Overweight 2.584939e-26
BMI_Class 1 Obesity 3.231174e-27
BMI_Class 2 Obesity 1.194732e-17
BMI_Class 3 Obesity -1.009742e-28
GenHlth_Excellent 5.027207e-02
GenHlth_Very good 2.348542e-01
GenHlth_Good 8.508073e-02
GenHlth_Fair -2.175277e-01
GenHlth_Poor -1.526793e-01
MentHlth_0 2.585414e-01
MentHlth_1-5 -4.531603e-02
MentHlth_6-10 -3.925115e-02
MentHlth_11-15 -3.592065e-02
MentHlth_16-20 -1.831545e-02
MentHlth_21-25 -1.069122e-02
MentHlth_26-30 -1.090469e-01
PhysHlth_0 4.036965e-01
PhysHlth_1-5 -6.462999e-02
PhysHlth_6-10 -3.578934e-02
PhysHlth_11-15 -4.099536e-02
PhysHlth_16-20 -2.777059e-02
PhysHlth_21-25 -1.693564e-02
PhysHlth_26-30 -2.175756e-01
Education_Never attended school or only kinderg... 1.497228e-05
Education_Elementary -1.201954e-02
Education_Some high school -4.444516e-02
Education_High school graduate -1.583465e-01
Education_Some college or technical school -5.144759e-02
Education_College graduate 2.662438e-01
Income_Less than $10,000 -6.429199e-02
Income_$10,000-$14,999 -5.879222e-02
Income_$15,000-$19,999 -6.581344e-02
Income_$20,000-$24,999 -5.628525e-02
Income_$25,000-$34,999 -4.919222e-02
Income_$35,000-$49,999 -6.096886e-02
Income_$50,000-$74,999 -2.074648e-03
Income_$75,000 or more 3.574186e-01
Sex_Female 0.000000e+00
Sex_Male 1.194732e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.194732e-17
Age_65+ 0.000000e+00
PC2 \
HighBP 1.600024e-01
HighChol 2.579406e-01
CholCheck 1.743684e-02
Smoker -1.560196e-01
Stroke 1.906355e-02
HeartDiseaseorAttack 7.110519e-02
PhysActivity 1.000666e-01
Fruits 1.079879e-01
Veggies 1.282847e-01
HvyAlcoholConsump 1.616858e-03
AnyHealthcare 3.623532e-02
NoDocbcCost 5.391544e-03
DiffWalk 9.030385e-02
BMI_Underweight 2.168404e-19
BMI_Healthy weight 1.084202e-19
BMI_Overweight -1.355253e-20
BMI_Class 1 Obesity 6.776264e-21
BMI_Class 2 Obesity 1.776916e-17
BMI_Class 3 Obesity -8.470329e-22
GenHlth_Excellent -2.743748e-02
GenHlth_Very good -6.898032e-02
GenHlth_Good -1.640996e-02
GenHlth_Fair 6.133966e-02
GenHlth_Poor 5.148809e-02
MentHlth_0 -2.463405e-01
MentHlth_1-5 1.090992e-01
MentHlth_6-10 2.854428e-02
MentHlth_11-15 2.806216e-02
MentHlth_16-20 1.070939e-02
MentHlth_21-25 6.044521e-03
MentHlth_26-30 6.388096e-02
PhysHlth_0 -3.490985e-01
PhysHlth_1-5 2.131029e-01
PhysHlth_6-10 1.429836e-02
PhysHlth_11-15 2.161512e-02
PhysHlth_16-20 1.264784e-02
PhysHlth_21-25 4.391004e-03
PhysHlth_26-30 8.304322e-02
Education_Never attended school or only kinderg... -2.024758e-04
Education_Elementary -1.667632e-03
Education_Some high school 8.539697e-04
Education_High school graduate -4.244023e-01
Education_Some college or technical school -6.710153e-02
Education_College graduate 4.925199e-01
Income_Less than $10,000 1.034608e-02
Income_$10,000-$14,999 -7.251236e-03
Income_$15,000-$19,999 -8.669026e-03
Income_$20,000-$24,999 -2.248521e-02
Income_$25,000-$34,999 -4.757478e-02
Income_$35,000-$49,999 -1.032877e-01
Income_$50,000-$74,999 -1.425381e-01
Income_$75,000 or more 3.214599e-01
Sex_Female 0.000000e+00
Sex_Male 1.777197e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.777197e-17
Age_65+ 0.000000e+00
PC3 \
HighBP 1.231691e-01
HighChol 1.860212e-01
CholCheck 7.422389e-03
Smoker -1.978215e-02
Stroke -1.446160e-02
HeartDiseaseorAttack -9.183800e-03
PhysActivity 5.702796e-02
Fruits 5.594534e-03
Veggies 3.052070e-02
HvyAlcoholConsump 5.940739e-04
AnyHealthcare 4.676322e-03
NoDocbcCost -9.695781e-03
DiffWalk -9.996391e-02
BMI_Underweight -1.734723e-18
BMI_Healthy weight -4.336809e-19
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.084202e-19
BMI_Class 2 Obesity 1.119613e-19
BMI_Class 3 Obesity -1.355253e-20
GenHlth_Excellent -4.183176e-02
GenHlth_Very good -4.930042e-01
GenHlth_Good 7.821033e-01
GenHlth_Fair -1.715668e-01
GenHlth_Poor -7.570051e-02
MentHlth_0 7.519638e-03
MentHlth_1-5 3.640950e-02
MentHlth_6-10 5.225201e-03
MentHlth_11-15 -7.473187e-03
MentHlth_16-20 -1.889103e-03
MentHlth_21-25 -8.414195e-04
MentHlth_26-30 -3.895063e-02
PhysHlth_0 3.777666e-02
PhysHlth_1-5 8.154385e-02
PhysHlth_6-10 4.038235e-03
PhysHlth_11-15 -1.621795e-02
PhysHlth_16-20 -2.390923e-03
PhysHlth_21-25 -2.505716e-03
PhysHlth_26-30 -1.022442e-01
Education_Never attended school or only kinderg... -2.322219e-04
Education_Elementary -5.307987e-03
Education_Some high school -8.821161e-03
Education_High school graduate 1.118577e-02
Education_Some college or technical school 9.366178e-02
Education_College graduate -9.048619e-02
Income_Less than $10,000 -2.168259e-02
Income_$10,000-$14,999 -6.426593e-03
Income_$15,000-$19,999 -7.101973e-03
Income_$20,000-$24,999 -3.474911e-03
Income_$25,000-$34,999 -1.874963e-03
Income_$35,000-$49,999 1.629321e-02
Income_$50,000-$74,999 5.318219e-02
Income_$75,000 or more -2.891437e-02
Sex_Female -0.000000e+00
Sex_Male 6.682209e-20
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 6.682209e-20
Age_65+ -0.000000e+00
PC4 \
HighBP -6.898562e-02
HighChol -1.092751e-01
CholCheck -8.203840e-04
Smoker 7.412342e-02
Stroke -2.933061e-03
HeartDiseaseorAttack -1.830237e-02
PhysActivity 9.154703e-02
Fruits 2.617802e-01
Veggies 1.528765e-01
HvyAlcoholConsump 2.785211e-04
AnyHealthcare -1.859379e-02
NoDocbcCost 2.415479e-06
DiffWalk 1.867271e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity 5.350409e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 3.517313e-03
GenHlth_Very good 4.986277e-02
GenHlth_Good -6.154297e-02
GenHlth_Fair 4.506546e-03
GenHlth_Poor 3.656338e-03
MentHlth_0 4.631875e-02
MentHlth_1-5 -4.288104e-02
MentHlth_6-10 -7.117222e-03
MentHlth_11-15 3.351326e-03
MentHlth_16-20 -2.604539e-03
MentHlth_21-25 1.602138e-03
MentHlth_26-30 1.330593e-03
PhysHlth_0 -5.932745e-02
PhysHlth_1-5 4.438479e-02
PhysHlth_6-10 -4.823292e-03
PhysHlth_11-15 2.920619e-04
PhysHlth_16-20 2.117425e-03
PhysHlth_21-25 4.588152e-04
PhysHlth_26-30 1.689765e-02
Education_Never attended school or only kinderg... 6.995739e-05
Education_Elementary -2.402592e-04
Education_Some high school -2.269195e-03
Education_High school graduate -4.718952e-01
Education_Some college or technical school 7.419939e-01
Education_College graduate -2.676592e-01
Income_Less than $10,000 -1.391352e-02
Income_$10,000-$14,999 -1.385717e-02
Income_$15,000-$19,999 5.426444e-03
Income_$20,000-$24,999 -9.348809e-03
Income_$25,000-$34,999 -3.620066e-03
Income_$35,000-$49,999 9.676056e-03
Income_$50,000-$74,999 9.790966e-02
Income_$75,000 or more -7.227260e-02
Sex_Female -0.000000e+00
Sex_Male 5.311494e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 5.311494e-17
Age_65+ -0.000000e+00
PC5 \
HighBP -4.010696e-02
HighChol -2.358518e-01
CholCheck -8.805042e-03
Smoker 2.786206e-06
Stroke 3.541814e-03
HeartDiseaseorAttack -3.070800e-02
PhysActivity 2.408924e-01
Fruits 6.993055e-01
Veggies 3.381433e-01
HvyAlcoholConsump -7.120168e-03
AnyHealthcare -1.908734e-02
NoDocbcCost 1.009240e-02
DiffWalk -6.795298e-03
BMI_Underweight 4.163336e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 1.194019e-16
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 2.634497e-02
GenHlth_Very good -6.116229e-02
GenHlth_Good -2.663445e-03
GenHlth_Fair 6.055794e-02
GenHlth_Poor -2.307718e-02
MentHlth_0 1.239506e-02
MentHlth_1-5 1.362547e-03
MentHlth_6-10 9.872584e-03
MentHlth_11-15 -2.520330e-05
MentHlth_16-20 3.636389e-03
MentHlth_21-25 -4.814777e-03
MentHlth_26-30 -2.242660e-02
PhysHlth_0 -2.112119e-01
PhysHlth_1-5 1.928393e-01
PhysHlth_6-10 1.596546e-02
PhysHlth_11-15 1.669540e-02
PhysHlth_16-20 3.151362e-03
PhysHlth_21-25 -4.007485e-03
PhysHlth_26-30 -1.343210e-02
Education_Never attended school or only kinderg... 1.549849e-04
Education_Elementary -5.204944e-03
Education_Some high school -1.573240e-02
Education_High school graduate 3.021667e-01
Education_Some college or technical school -2.532048e-01
Education_College graduate -2.817947e-02
Income_Less than $10,000 -4.029034e-03
Income_$10,000-$14,999 -6.665971e-03
Income_$15,000-$19,999 -1.331337e-02
Income_$20,000-$24,999 5.604212e-03
Income_$25,000-$34,999 1.810345e-03
Income_$35,000-$49,999 7.911522e-02
Income_$50,000-$74,999 7.557349e-02
Income_$75,000 or more -1.380949e-01
Sex_Female 0.000000e+00
Sex_Male 1.619333e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.619333e-16
Age_65+ 0.000000e+00
PC6 \
HighBP 4.203661e-01
HighChol 4.941057e-01
CholCheck 3.575426e-02
Smoker 3.103423e-01
Stroke 3.253989e-02
HeartDiseaseorAttack 1.566408e-01
PhysActivity 1.441185e-01
Fruits 2.816303e-01
Veggies 1.614885e-01
HvyAlcoholConsump 1.270102e-02
AnyHealthcare 1.930930e-02
NoDocbcCost -1.746125e-02
DiffWalk 1.120635e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight 1.214306e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 1.387779e-17
BMI_Class 2 Obesity 6.016365e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -7.001250e-03
GenHlth_Very good 4.027139e-02
GenHlth_Good -1.241598e-01
GenHlth_Fair 5.797529e-02
GenHlth_Poor 3.291438e-02
MentHlth_0 6.850958e-02
MentHlth_1-5 -7.227652e-02
MentHlth_6-10 -5.442514e-03
MentHlth_11-15 -2.075855e-04
MentHlth_16-20 -2.710056e-03
MentHlth_21-25 -5.302305e-04
MentHlth_26-30 1.265733e-02
PhysHlth_0 3.432592e-01
PhysHlth_1-5 -3.407489e-01
PhysHlth_6-10 -2.070875e-02
PhysHlth_11-15 -2.493608e-03
PhysHlth_16-20 3.293842e-03
PhysHlth_21-25 2.181766e-03
PhysHlth_26-30 1.521646e-02
Education_Never attended school or only kinderg... 1.522417e-04
Education_Elementary 3.028186e-03
Education_Some high school 7.868641e-03
Education_High school graduate 8.367489e-02
Education_Some college or technical school 9.452737e-03
Education_College graduate -1.041767e-01
Income_Less than $10,000 1.247610e-02
Income_$10,000-$14,999 1.992235e-03
Income_$15,000-$19,999 9.119878e-03
Income_$20,000-$24,999 -9.951451e-03
Income_$25,000-$34,999 1.271949e-02
Income_$35,000-$49,999 -3.986603e-02
Income_$50,000-$74,999 -1.388017e-01
Income_$75,000 or more 1.523115e-01
Sex_Female 0.000000e+00
Sex_Male 6.599098e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 6.599098e-17
Age_65+ 0.000000e+00
PC7 \
HighBP -3.311944e-01
HighChol -2.561531e-01
CholCheck -1.634576e-02
Smoker 6.780500e-01
Stroke -1.388819e-02
HeartDiseaseorAttack 3.069704e-03
PhysActivity -1.526589e-01
Fruits 2.119775e-03
Veggies 7.591140e-02
HvyAlcoholConsump 4.935041e-03
AnyHealthcare 2.008131e-03
NoDocbcCost -1.656865e-02
DiffWalk 9.194463e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity 2.081668e-17
BMI_Class 2 Obesity -3.687127e-17
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent 1.212586e-02
GenHlth_Very good -1.225117e-01
GenHlth_Good 1.290029e-01
GenHlth_Fair -8.769533e-02
GenHlth_Poor 6.907825e-02
MentHlth_0 3.726482e-02
MentHlth_1-5 -5.429709e-02
MentHlth_6-10 -6.509307e-03
MentHlth_11-15 5.364240e-03
MentHlth_16-20 2.264588e-04
MentHlth_21-25 2.147843e-03
MentHlth_26-30 1.580304e-02
PhysHlth_0 -7.522535e-02
PhysHlth_1-5 -1.260553e-02
PhysHlth_6-10 3.904750e-03
PhysHlth_11-15 -5.820519e-03
PhysHlth_16-20 -1.385634e-02
PhysHlth_21-25 -3.154452e-03
PhysHlth_26-30 1.067574e-01
Education_Never attended school or only kinderg... -4.241007e-04
Education_Elementary 5.076742e-03
Education_Some high school 2.411004e-02
Education_High school graduate -9.563514e-03
Education_Some college or technical school -4.646903e-02
Education_College graduate 2.726986e-02
Income_Less than $10,000 1.075966e-02
Income_$10,000-$14,999 3.069841e-03
Income_$15,000-$19,999 9.652234e-03
Income_$20,000-$24,999 2.054594e-02
Income_$25,000-$34,999 -5.134139e-02
Income_$35,000-$49,999 -7.541198e-02
Income_$50,000-$74,999 -3.081158e-01
Income_$75,000 or more 3.908415e-01
Sex_Female 0.000000e+00
Sex_Male 9.556876e-19
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 9.556876e-19
Age_65+ 0.000000e+00
PC8 \
HighBP 1.257212e-01
HighChol 2.174658e-01
CholCheck 2.038120e-02
Smoker 7.444580e-02
Stroke -2.055660e-02
HeartDiseaseorAttack -3.958358e-02
PhysActivity 2.308244e-01
Fruits -2.175707e-01
Veggies -6.840103e-02
HvyAlcoholConsump 3.009940e-03
AnyHealthcare 2.576793e-02
NoDocbcCost -5.600596e-02
DiffWalk -1.829828e-01
BMI_Underweight -5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -2.395844e-16
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent -5.795502e-02
GenHlth_Very good 2.085942e-01
GenHlth_Good -6.887096e-02
GenHlth_Fair 2.201836e-02
GenHlth_Poor -1.037866e-01
MentHlth_0 2.974494e-01
MentHlth_1-5 -1.031862e-01
MentHlth_6-10 -3.976804e-02
MentHlth_11-15 -1.743478e-02
MentHlth_16-20 -1.282994e-02
MentHlth_21-25 -4.984027e-03
MentHlth_26-30 -1.192464e-01
PhysHlth_0 -3.514045e-01
PhysHlth_1-5 4.806074e-01
PhysHlth_6-10 1.338122e-02
PhysHlth_11-15 8.427617e-03
PhysHlth_16-20 -8.643685e-03
PhysHlth_21-25 -2.234511e-03
PhysHlth_26-30 -1.401335e-01
Education_Never attended school or only kinderg... -5.310297e-04
Education_Elementary -1.661615e-02
Education_Some high school -3.046607e-02
Education_High school graduate 2.290497e-01
Education_Some college or technical school 9.548119e-02
Education_College graduate -2.769176e-01
Income_Less than $10,000 -4.180548e-02
Income_$10,000-$14,999 -6.669935e-03
Income_$15,000-$19,999 -2.697510e-02
Income_$20,000-$24,999 -4.549648e-02
Income_$25,000-$34,999 5.096304e-03
Income_$35,000-$49,999 3.884929e-02
Income_$50,000-$74,999 -1.677588e-01
Income_$75,000 or more 2.447602e-01
Sex_Female 0.000000e+00
Sex_Male -6.296116e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -6.296116e-17
Age_65+ 0.000000e+00
PC9 \
HighBP 1.245565e-01
HighChol 2.976714e-02
CholCheck -3.146552e-03
Smoker 5.757867e-02
Stroke 3.216402e-03
HeartDiseaseorAttack 6.158538e-02
PhysActivity -2.224658e-01
Fruits 3.410794e-02
Veggies -1.365606e-02
HvyAlcoholConsump -2.141899e-02
AnyHealthcare -1.107369e-02
NoDocbcCost 3.077317e-02
DiffWalk 9.998004e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -1.942890e-16
BMI_Overweight 4.857226e-17
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity 8.448358e-17
BMI_Class 3 Obesity -4.857226e-17
GenHlth_Excellent 2.713298e-02
GenHlth_Very good -1.342495e-01
GenHlth_Good -3.898527e-03
GenHlth_Fair 5.677416e-02
GenHlth_Poor 5.424089e-02
MentHlth_0 6.644312e-01
MentHlth_1-5 -4.631332e-01
MentHlth_6-10 -6.957820e-02
MentHlth_11-15 -4.251346e-02
MentHlth_16-20 -1.962604e-02
MentHlth_21-25 -1.195703e-02
MentHlth_26-30 -5.762322e-02
PhysHlth_0 -1.077287e-01
PhysHlth_1-5 4.041979e-02
PhysHlth_6-10 -1.105416e-02
PhysHlth_11-15 -9.808806e-03
PhysHlth_16-20 -2.404914e-03
PhysHlth_21-25 -1.975291e-04
PhysHlth_26-30 9.077436e-02
Education_Never attended school or only kinderg... 4.553053e-04
Education_Elementary 9.412625e-03
Education_Some high school 4.440756e-02
Education_High school graduate -2.065997e-01
Education_Some college or technical school -1.203318e-01
Education_College graduate 2.726560e-01
Income_Less than $10,000 1.573605e-02
Income_$10,000-$14,999 8.990456e-03
Income_$15,000-$19,999 -4.956204e-03
Income_$20,000-$24,999 -3.216039e-03
Income_$25,000-$34,999 1.157389e-02
Income_$35,000-$49,999 5.180661e-03
Income_$50,000-$74,999 1.655000e-01
Income_$75,000 or more -1.988088e-01
Sex_Female -0.000000e+00
Sex_Male 1.091627e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.091627e-17
Age_65+ -0.000000e+00
PC10 ... \
HighBP -1.573131e-01 ...
HighChol 2.832976e-01 ...
CholCheck -1.508320e-02 ...
Smoker 5.072236e-01 ...
Stroke -2.535533e-02 ...
HeartDiseaseorAttack -1.568202e-02 ...
PhysActivity 7.263216e-02 ...
Fruits -7.789202e-02 ...
Veggies 7.593656e-02 ...
HvyAlcoholConsump 1.981604e-02 ...
AnyHealthcare 6.280252e-03 ...
NoDocbcCost -4.410628e-02 ...
DiffWalk -1.840160e-01 ...
BMI_Underweight 8.326673e-17 ...
BMI_Healthy weight -2.385245e-18 ...
BMI_Overweight 2.775558e-17 ...
BMI_Class 1 Obesity -0.000000e+00 ...
BMI_Class 2 Obesity -6.774732e-17 ...
BMI_Class 3 Obesity 1.110223e-16 ...
GenHlth_Excellent -8.181100e-02 ...
GenHlth_Very good 2.708063e-01 ...
GenHlth_Good 1.933735e-02 ...
GenHlth_Fair -1.618670e-01 ...
GenHlth_Poor -4.646564e-02 ...
MentHlth_0 -1.318839e-01 ...
MentHlth_1-5 1.526412e-01 ...
MentHlth_6-10 9.914671e-04 ...
MentHlth_11-15 -1.126335e-02 ...
MentHlth_16-20 4.753176e-03 ...
MentHlth_21-25 -7.887249e-04 ...
MentHlth_26-30 -1.444980e-02 ...
PhysHlth_0 -2.970584e-03 ...
PhysHlth_1-5 1.639185e-01 ...
PhysHlth_6-10 -3.580788e-03 ...
PhysHlth_11-15 -1.470513e-02 ...
PhysHlth_16-20 -1.112865e-02 ...
PhysHlth_21-25 -4.293338e-03 ...
PhysHlth_26-30 -1.272401e-01 ...
Education_Never attended school or only kinderg... -3.919462e-04 ...
Education_Elementary -1.076279e-04 ...
Education_Some high school 4.042869e-03 ...
Education_High school graduate -1.137009e-01 ...
Education_Some college or technical school -1.080311e-01 ...
Education_College graduate 2.181888e-01 ...
Income_Less than $10,000 -2.247982e-02 ...
Income_$10,000-$14,999 -3.759754e-02 ...
Income_$15,000-$19,999 -1.924562e-02 ...
Income_$20,000-$24,999 -1.090575e-02 ...
Income_$25,000-$34,999 -3.829077e-02 ...
Income_$35,000-$49,999 -8.367675e-03 ...
Income_$50,000-$74,999 4.586132e-01 ...
Income_$75,000 or more -3.217260e-01 ...
Sex_Female -0.000000e+00 ...
Sex_Male -2.641422e-17 ...
Age_18-29 -0.000000e+00 ...
Age_30-49 -0.000000e+00 ...
Age_50-64 -2.641422e-17 ...
Age_65+ -0.000000e+00 ...
PC49 PC50 PC51 \
HighBP 0.000000e+00 0.0 -0.0
HighChol 2.762348e-29 0.0 -0.0
CholCheck -2.077072e-29 0.0 -0.0
Smoker 2.040493e-29 0.0 -0.0
Stroke 1.691718e-29 0.0 -0.0
HeartDiseaseorAttack 3.484403e-29 0.0 -0.0
PhysActivity -3.764122e-29 0.0 -0.0
Fruits 3.766449e-28 0.0 -0.0
Veggies -1.227149e-28 0.0 -0.0
HvyAlcoholConsump 2.871041e-29 0.0 -0.0
AnyHealthcare -1.169356e-30 0.0 -0.0
NoDocbcCost -8.216924e-29 0.0 -0.0
DiffWalk 2.846667e-30 0.0 -0.0
BMI_Underweight 7.047467e-14 0.0 -0.0
BMI_Healthy weight -2.547456e-14 0.0 -0.0
BMI_Overweight -9.285867e-14 0.0 -0.0
BMI_Class 1 Obesity -7.624082e-14 0.0 -0.0
BMI_Class 2 Obesity 9.070327e-14 0.0 -0.0
BMI_Class 3 Obesity 8.184473e-15 0.0 -0.0
GenHlth_Excellent -1.992976e-14 0.0 -0.0
GenHlth_Very good -1.992976e-14 0.0 -0.0
GenHlth_Good -1.992976e-14 0.0 -0.0
GenHlth_Fair -1.992976e-14 0.0 -0.0
GenHlth_Poor -1.992976e-14 0.0 -0.0
MentHlth_0 -2.416001e-14 0.0 -0.0
MentHlth_1-5 -2.416001e-14 0.0 -0.0
MentHlth_6-10 -2.416001e-14 0.0 -0.0
MentHlth_11-15 -2.416001e-14 0.0 -0.0
MentHlth_16-20 -2.416001e-14 0.0 -0.0
MentHlth_21-25 -2.416001e-14 0.0 -0.0
MentHlth_26-30 -2.416001e-14 0.0 -0.0
PhysHlth_0 6.243647e-14 0.0 -0.0
PhysHlth_1-5 6.243647e-14 0.0 -0.0
PhysHlth_6-10 6.243647e-14 0.0 -0.0
PhysHlth_11-15 6.243647e-14 0.0 -0.0
PhysHlth_16-20 6.243647e-14 0.0 -0.0
PhysHlth_21-25 6.243647e-14 0.0 -0.0
PhysHlth_26-30 6.243647e-14 0.0 -0.0
Education_Never attended school or only kinderg... -9.689404e-14 0.0 -0.0
Education_Elementary -9.689404e-14 0.0 -0.0
Education_Some high school -9.689404e-14 0.0 -0.0
Education_High school graduate -9.689404e-14 0.0 -0.0
Education_Some college or technical school -9.689404e-14 0.0 -0.0
Education_College graduate -9.689404e-14 0.0 -0.0
Income_Less than $10,000 2.324737e-14 0.0 -0.0
Income_$10,000-$14,999 2.324737e-14 0.0 -0.0
Income_$15,000-$19,999 2.324737e-14 0.0 -0.0
Income_$20,000-$24,999 2.324737e-14 0.0 -0.0
Income_$25,000-$34,999 2.324737e-14 0.0 -0.0
Income_$35,000-$49,999 2.324737e-14 0.0 -0.0
Income_$50,000-$74,999 2.324737e-14 0.0 -0.0
Income_$75,000 or more 2.324737e-14 0.0 -0.0
Sex_Female 1.000000e+00 0.0 -0.0
Sex_Male 3.865449e-08 0.0 -0.0
Age_18-29 -2.220446e-16 0.0 -0.0
Age_30-49 0.000000e+00 0.0 1.0
Age_50-64 -3.865588e-08 0.0 -0.0
Age_65+ 0.000000e+00 1.0 -0.0
PC52 \
HighBP 0.000000e+00
HighChol 1.003687e-44
CholCheck -5.638637e-45
Smoker 4.577664e-45
Stroke -7.886891e-46
HeartDiseaseorAttack 1.081634e-44
PhysActivity -8.070515e-45
Fruits 8.267232e-44
Veggies -2.621142e-44
HvyAlcoholConsump 1.091635e-44
AnyHealthcare 2.497529e-46
NoDocbcCost -1.806019e-44
DiffWalk -1.752936e-45
BMI_Underweight 1.570328e-29
BMI_Healthy weight -5.676336e-30
BMI_Overweight -2.069116e-29
BMI_Class 1 Obesity -1.698825e-29
BMI_Class 2 Obesity 2.021076e-29
BMI_Class 3 Obesity 1.823747e-30
GenHlth_Excellent -4.440786e-30
GenHlth_Very good -4.440786e-30
GenHlth_Good -4.440786e-30
GenHlth_Fair -4.440786e-30
GenHlth_Poor -4.440786e-30
MentHlth_0 -5.383391e-30
MentHlth_1-5 -5.383391e-30
MentHlth_6-10 -5.383391e-30
MentHlth_11-15 -5.383391e-30
MentHlth_16-20 -5.383391e-30
MentHlth_21-25 -5.383391e-30
MentHlth_26-30 -5.383391e-30
PhysHlth_0 1.391224e-29
PhysHlth_1-5 1.391224e-29
PhysHlth_6-10 1.391224e-29
PhysHlth_11-15 1.391224e-29
PhysHlth_16-20 1.391224e-29
PhysHlth_21-25 1.391224e-29
PhysHlth_26-30 1.391224e-29
Education_Never attended school or only kinderg... -2.159015e-29
Education_Elementary -2.159015e-29
Education_Some high school -2.159015e-29
Education_High school graduate -2.159015e-29
Education_Some college or technical school -2.159015e-29
Education_College graduate -2.159015e-29
Income_Less than $10,000 5.180046e-30
Income_$10,000-$14,999 5.180046e-30
Income_$15,000-$19,999 5.180046e-30
Income_$20,000-$24,999 5.180046e-30
Income_$25,000-$34,999 5.180046e-30
Income_$35,000-$49,999 5.180046e-30
Income_$50,000-$74,999 5.180046e-30
Income_$75,000 or more 5.180046e-30
Sex_Female 2.157546e-37
Sex_Male 8.613119e-24
Age_18-29 1.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -8.613430e-24
Age_65+ 0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol -3.313345e-17
CholCheck 2.380515e-16
Smoker -3.028435e-17
Stroke 2.506898e-16
HeartDiseaseorAttack 2.251089e-17
PhysActivity 1.870670e-17
Fruits 1.189800e-17
Veggies -1.423536e-16
HvyAlcoholConsump -1.767219e-16
AnyHealthcare -4.547755e-17
NoDocbcCost -1.735500e-16
DiffWalk -8.324979e-17
BMI_Underweight 3.679722e-01
BMI_Healthy weight -1.378124e-01
BMI_Overweight 9.905980e-02
BMI_Class 1 Obesity 3.403134e-02
BMI_Class 2 Obesity 2.091064e-01
BMI_Class 3 Obesity -6.564894e-02
GenHlth_Excellent -1.135328e-01
GenHlth_Very good -1.135328e-01
GenHlth_Good -1.135328e-01
GenHlth_Fair -1.135328e-01
GenHlth_Poor -1.135328e-01
MentHlth_0 -6.947089e-02
MentHlth_1-5 -6.947089e-02
MentHlth_6-10 -6.947089e-02
MentHlth_11-15 -6.947089e-02
MentHlth_16-20 -6.947089e-02
MentHlth_21-25 -6.947089e-02
MentHlth_26-30 -6.947089e-02
PhysHlth_0 3.384094e-02
PhysHlth_1-5 3.384094e-02
PhysHlth_6-10 3.384094e-02
PhysHlth_11-15 3.384094e-02
PhysHlth_16-20 3.384094e-02
PhysHlth_21-25 3.384094e-02
PhysHlth_26-30 3.384094e-02
Education_Never attended school or only kinderg... -2.129265e-01
Education_Elementary -2.129265e-01
Education_Some high school -2.129265e-01
Education_High school graduate -2.129265e-01
Education_Some college or technical school -2.129265e-01
Education_College graduate -2.129265e-01
Income_Less than $10,000 2.073935e-01
Income_$10,000-$14,999 2.073935e-01
Income_$15,000-$19,999 2.073935e-01
Income_$20,000-$24,999 2.073935e-01
Income_$25,000-$34,999 2.073935e-01
Income_$35,000-$49,999 2.073935e-01
Income_$50,000-$74,999 2.073935e-01
Income_$75,000 or more 2.073935e-01
Sex_Female -0.000000e+00
Sex_Male 1.792026e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.792022e-01
Age_65+ -0.000000e+00
PC54 \
HighBP -0.000000e+00
HighChol 4.141682e-17
CholCheck 3.643969e-17
Smoker 2.628851e-17
Stroke 1.612831e-16
HeartDiseaseorAttack -1.146235e-16
PhysActivity -2.236528e-17
Fruits -1.843151e-17
Veggies 1.595431e-17
HvyAlcoholConsump -4.481451e-17
AnyHealthcare -1.560542e-16
NoDocbcCost 4.969025e-17
DiffWalk 1.135851e-16
BMI_Underweight 5.009730e-01
BMI_Healthy weight 1.092093e-02
BMI_Overweight -3.653080e-01
BMI_Class 1 Obesity -2.729554e-01
BMI_Class 2 Obesity 8.830450e-02
BMI_Class 3 Obesity 1.776661e-01
GenHlth_Excellent 1.091648e-01
GenHlth_Very good 1.091648e-01
GenHlth_Good 1.091648e-01
GenHlth_Fair 1.091648e-01
GenHlth_Poor 1.091648e-01
MentHlth_0 -2.285014e-01
MentHlth_1-5 -2.285014e-01
MentHlth_6-10 -2.285014e-01
MentHlth_11-15 -2.285014e-01
MentHlth_16-20 -2.285014e-01
MentHlth_21-25 -2.285014e-01
MentHlth_26-30 -2.285014e-01
PhysHlth_0 -5.465217e-02
PhysHlth_1-5 -5.465217e-02
PhysHlth_6-10 -5.465217e-02
PhysHlth_11-15 -5.465217e-02
PhysHlth_16-20 -5.465217e-02
PhysHlth_21-25 -5.465217e-02
PhysHlth_26-30 -5.465217e-02
Education_Never attended school or only kinderg... 4.223772e-02
Education_Elementary 4.223772e-02
Education_Some high school 4.223772e-02
Education_High school graduate 4.223772e-02
Education_Some college or technical school 4.223772e-02
Education_College graduate 4.223772e-02
Income_Less than $10,000 -7.485491e-02
Income_$10,000-$14,999 -7.485491e-02
Income_$15,000-$19,999 -7.485491e-02
Income_$20,000-$24,999 -7.485491e-02
Income_$25,000-$34,999 -7.485491e-02
Income_$35,000-$49,999 -7.485491e-02
Income_$50,000-$74,999 -7.485491e-02
Income_$75,000 or more -7.485491e-02
Sex_Female -0.000000e+00
Sex_Male -6.171846e-03
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -6.169952e-03
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol -3.451401e-17
CholCheck 2.957275e-16
Smoker -4.066894e-18
Stroke -8.219885e-16
HeartDiseaseorAttack -6.252859e-18
PhysActivity 1.437416e-16
Fruits -2.146183e-16
Veggies 3.947976e-17
HvyAlcoholConsump -4.557006e-16
AnyHealthcare -2.786413e-16
NoDocbcCost 1.822204e-16
DiffWalk -1.409848e-17
BMI_Underweight -4.339120e-01
BMI_Healthy weight -4.500712e-01
BMI_Overweight 3.794482e-01
BMI_Class 1 Obesity -2.152041e-01
BMI_Class 2 Obesity 4.592556e-01
BMI_Class 3 Obesity 4.659266e-02
GenHlth_Excellent 8.807265e-02
GenHlth_Very good 8.807265e-02
GenHlth_Good 8.807265e-02
GenHlth_Fair 8.807265e-02
GenHlth_Poor 8.807265e-02
MentHlth_0 -1.116474e-01
MentHlth_1-5 -1.116474e-01
MentHlth_6-10 -1.116474e-01
MentHlth_11-15 -1.116474e-01
MentHlth_16-20 -1.116474e-01
MentHlth_21-25 -1.116474e-01
MentHlth_26-30 -1.116474e-01
PhysHlth_0 -9.448184e-02
PhysHlth_1-5 -9.448184e-02
PhysHlth_6-10 -9.448184e-02
PhysHlth_11-15 -9.448184e-02
PhysHlth_16-20 -9.448184e-02
PhysHlth_21-25 -9.448184e-02
PhysHlth_26-30 -9.448184e-02
Education_Never attended school or only kinderg... 2.810877e-02
Education_Elementary 2.810877e-02
Education_Some high school 2.810877e-02
Education_High school graduate 2.810877e-02
Education_Some college or technical school 2.810877e-02
Education_College graduate 2.810877e-02
Income_Less than $10,000 2.881412e-02
Income_$10,000-$14,999 2.881412e-02
Income_$15,000-$19,999 2.881412e-02
Income_$20,000-$24,999 2.881412e-02
Income_$25,000-$34,999 2.881412e-02
Income_$35,000-$49,999 2.881412e-02
Income_$50,000-$74,999 2.881412e-02
Income_$75,000 or more 2.881412e-02
Sex_Female 0.000000e+00
Sex_Male -5.415593e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -5.415496e-02
Age_65+ 0.000000e+00
PC56 \
HighBP -3.430502e-16
HighChol 2.444635e-16
CholCheck 5.676862e-16
Smoker -2.246603e-16
Stroke -6.435925e-16
HeartDiseaseorAttack -2.622786e-17
PhysActivity -1.268154e-16
Fruits -2.730118e-16
Veggies 4.386889e-16
HvyAlcoholConsump -5.307411e-16
AnyHealthcare 3.358575e-17
NoDocbcCost 1.772958e-16
DiffWalk 1.119205e-16
BMI_Underweight 1.845613e-01
BMI_Healthy weight -1.222059e-01
BMI_Overweight 6.313605e-02
BMI_Class 1 Obesity 7.811867e-02
BMI_Class 2 Obesity -1.482784e-02
BMI_Class 3 Obesity -2.467289e-02
GenHlth_Excellent 3.182570e-01
GenHlth_Very good 3.182570e-01
GenHlth_Good 3.182570e-01
GenHlth_Fair 3.182570e-01
GenHlth_Poor 3.182570e-01
MentHlth_0 6.173353e-02
MentHlth_1-5 6.173353e-02
MentHlth_6-10 6.173353e-02
MentHlth_11-15 6.173353e-02
MentHlth_16-20 6.173353e-02
MentHlth_21-25 6.173353e-02
MentHlth_26-30 6.173353e-02
PhysHlth_0 1.719322e-01
PhysHlth_1-5 1.719322e-01
PhysHlth_6-10 1.719322e-01
PhysHlth_11-15 1.719322e-01
PhysHlth_16-20 1.719322e-01
PhysHlth_21-25 1.719322e-01
PhysHlth_26-30 1.719322e-01
Education_Never attended school or only kinderg... 1.059760e-01
Education_Elementary 1.059760e-01
Education_Some high school 1.059760e-01
Education_High school graduate 1.059760e-01
Education_Some college or technical school 1.059760e-01
Education_College graduate 1.059760e-01
Income_Less than $10,000 1.287715e-01
Income_$10,000-$14,999 1.287715e-01
Income_$15,000-$19,999 1.287715e-01
Income_$20,000-$24,999 1.287715e-01
Income_$25,000-$34,999 1.287715e-01
Income_$35,000-$49,999 1.287715e-01
Income_$50,000-$74,999 1.287715e-01
Income_$75,000 or more 1.287715e-01
Sex_Female 0.000000e+00
Sex_Male -1.372432e-03
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -1.372432e-03
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.435783e-16 -2.692093e-17
CholCheck -4.477963e-16 7.878968e-17
Smoker 3.374381e-17 -1.774191e-17
Stroke -1.097783e-15 4.755083e-16
HeartDiseaseorAttack 4.186020e-17 2.733810e-17
PhysActivity 8.619213e-17 -6.602131e-17
Fruits -1.618203e-16 1.703548e-16
Veggies 1.044892e-17 -4.340961e-17
HvyAlcoholConsump -2.808476e-16 7.290527e-17
AnyHealthcare -4.840166e-16 -1.533144e-16
NoDocbcCost -1.954110e-16 -2.365563e-17
DiffWalk 3.044384e-16 -1.701951e-17
BMI_Underweight 7.488557e-02 1.712381e-01
BMI_Healthy weight 2.572596e-01 -4.573415e-01
BMI_Overweight 1.247395e-01 2.511383e-01
BMI_Class 1 Obesity -7.192315e-02 -2.165058e-01
BMI_Class 2 Obesity 4.803944e-01 -4.740534e-01
BMI_Class 3 Obesity 3.704665e-01 6.193596e-01
GenHlth_Excellent -1.798583e-01 -5.921527e-02
GenHlth_Very good -1.798583e-01 -5.921527e-02
GenHlth_Good -1.798583e-01 -5.921527e-02
GenHlth_Fair -1.798583e-01 -5.921527e-02
GenHlth_Poor -1.798583e-01 -5.921527e-02
MentHlth_0 3.356957e-03 5.316754e-02
MentHlth_1-5 3.356957e-03 5.316754e-02
MentHlth_6-10 3.356957e-03 5.316754e-02
MentHlth_11-15 3.356957e-03 5.316754e-02
MentHlth_16-20 3.356957e-03 5.316754e-02
MentHlth_21-25 3.356957e-03 5.316754e-02
MentHlth_26-30 3.356957e-03 5.316754e-02
PhysHlth_0 1.559085e-01 1.702775e-02
PhysHlth_1-5 1.559085e-01 1.702775e-02
PhysHlth_6-10 1.559085e-01 1.702775e-02
PhysHlth_11-15 1.559085e-01 1.702775e-02
PhysHlth_16-20 1.559085e-01 1.702775e-02
PhysHlth_21-25 1.559085e-01 1.702775e-02
PhysHlth_26-30 1.559085e-01 1.702775e-02
Education_Never attended school or only kinderg... 1.854505e-01 -1.363235e-02
Education_Elementary 1.854505e-01 -1.363235e-02
Education_Some high school 1.854505e-01 -1.363235e-02
Education_High school graduate 1.854505e-01 -1.363235e-02
Education_Some college or technical school 1.854505e-01 -1.363235e-02
Education_College graduate 1.854505e-01 -1.363235e-02
Income_Less than $10,000 1.053189e-02 -1.822752e-02
Income_$10,000-$14,999 1.053189e-02 -1.822752e-02
Income_$15,000-$19,999 1.053189e-02 -1.822752e-02
Income_$20,000-$24,999 1.053189e-02 -1.822752e-02
Income_$25,000-$34,999 1.053189e-02 -1.822752e-02
Income_$35,000-$49,999 1.053189e-02 -1.822752e-02
Income_$50,000-$74,999 1.053189e-02 -1.822752e-02
Income_$75,000 or more 1.053189e-02 -1.822752e-02
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male 1.090031e-02 -7.608324e-03
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 1.090040e-02 -7.608363e-03
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_33:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.946141 -0.204898 -0.554771 0.667212 -0.624756 0.067208 -0.235302
1 -0.252035 0.287649 0.628564 -0.626214 0.502403 -0.871772 0.103043
2 -1.602065 0.546621 -0.268613 -0.137659 -0.307309 -0.145192 -0.058343
3 -0.035386 1.155170 0.328685 -0.443224 -0.155794 -1.588925 0.636808
4 -0.882359 -0.434946 -0.201672 -0.419713 0.450168 0.865765 -0.069685
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.447768 -0.328349 -0.545789 ... 0.0 0.0 0.0 0.0 -5.551115e-17
1 0.355254 -0.993452 -0.577974 ... 0.0 0.0 0.0 0.0 1.665335e-16
2 0.511643 -0.122257 0.222535 ... 0.0 0.0 0.0 0.0 3.885781e-16
3 -0.310248 -0.586537 -0.118959 ... 0.0 0.0 0.0 0.0 5.551115e-17
4 -0.381319 -0.419157 0.106474 ... 0.0 0.0 0.0 0.0 -5.551115e-17
PC54 PC55 PC56 PC57 PC58
0 0.000000e+00 3.330669e-16 1.110223e-16 2.220446e-16 -1.110223e-16
1 -1.665335e-16 -5.551115e-17 -5.551115e-16 0.000000e+00 2.220446e-16
2 9.714451e-16 -1.665335e-16 -8.881784e-16 -1.665335e-15 2.220446e-16
3 1.110223e-16 1.110223e-16 6.661338e-16 4.440892e-16 0.000000e+00
4 -8.326673e-17 -5.551115e-16 0.000000e+00 0.000000e+00 2.220446e-16
[5 rows x 58 columns]
For Subset_33, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_34:
[1.21035986e-01 6.44473966e-02 6.01464496e-02 5.73183109e-02
4.88380229e-02 4.82749044e-02 4.54321570e-02 4.30479794e-02
3.98041707e-02 3.56821056e-02 3.46548443e-02 3.32713670e-02
3.14626252e-02 2.84671053e-02 2.52873527e-02 2.41863105e-02
2.26990155e-02 1.94631098e-02 1.83166447e-02 1.71350972e-02
1.58249691e-02 1.56379198e-02 1.46586083e-02 1.37072067e-02
1.35810806e-02 1.33449549e-02 1.17659461e-02 1.08318798e-02
9.77426104e-03 9.23825230e-03 8.55388899e-03 7.32856339e-03
7.00909541e-03 5.87305803e-03 5.11096259e-03 4.71203262e-03
4.62310878e-03 3.91456798e-03 3.42632975e-03 1.88179101e-03
2.30567668e-04 1.34674028e-17 1.16144515e-17 7.39356110e-18
3.16003381e-18 1.68145293e-18 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_34:
[0.12103599 0.18548338 0.24562983 0.30294814 0.35178617 0.40006107
0.44549323 0.48854121 0.52834538 0.56402748 0.59868233 0.63195369
0.66341632 0.69188342 0.71717078 0.74135709 0.7640561 0.78351921
0.80183586 0.81897096 0.83479592 0.85043384 0.86509245 0.87879966
0.89238074 0.90572569 0.91749164 0.92832352 0.93809778 0.94733603
0.95588992 0.96321849 0.97022758 0.97610064 0.9812116 0.98592363
0.99054674 0.99446131 0.99788764 0.99976943 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_34:
PC1 \
HighBP 1.703285e-01
HighChol 1.765794e-01
CholCheck 7.100568e-03
Smoker 1.833514e-01
Stroke 5.595836e-02
HeartDiseaseorAttack 1.059662e-01
PhysActivity -2.123848e-01
Fruits -1.267058e-01
Veggies -1.011398e-01
HvyAlcoholConsump -6.899533e-03
AnyHealthcare -2.499584e-02
NoDocbcCost 1.303023e-01
DiffWalk 4.074855e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 2.584939e-26
BMI_Overweight 1.292470e-26
BMI_Class 1 Obesity -2.423381e-27
BMI_Class 2 Obesity 3.953778e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -3.896261e-02
GenHlth_Very good -2.426553e-01
GenHlth_Good -1.149274e-01
GenHlth_Fair 2.421793e-01
GenHlth_Poor 1.543660e-01
MentHlth_0 -3.178729e-01
MentHlth_1-5 5.267945e-02
MentHlth_6-10 4.964175e-02
MentHlth_11-15 4.052123e-02
MentHlth_16-20 3.050058e-02
MentHlth_21-25 1.114864e-02
MentHlth_26-30 1.333812e-01
PhysHlth_0 -3.917633e-01
PhysHlth_1-5 2.053063e-02
PhysHlth_6-10 4.006874e-02
PhysHlth_11-15 5.845307e-02
PhysHlth_16-20 3.310132e-02
PhysHlth_21-25 2.135600e-02
PhysHlth_26-30 2.182536e-01
Education_Never attended school or only kinderg... 1.323968e-03
Education_Elementary 2.443612e-02
Education_Some high school 5.075510e-02
Education_High school graduate 1.266894e-01
Education_Some college or technical school 2.328726e-02
Education_College graduate -2.264918e-01
Income_Less than $10,000 8.876184e-02
Income_$10,000-$14,999 8.315607e-02
Income_$15,000-$19,999 6.821037e-02
Income_$20,000-$24,999 5.815016e-02
Income_$25,000-$34,999 1.992114e-02
Income_$35,000-$49,999 -3.205058e-02
Income_$50,000-$74,999 -7.426742e-02
Income_$75,000 or more -2.118816e-01
Sex_Female 3.953778e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 3.953778e-17
Age_65+ -0.000000e+00
PC2 \
HighBP -9.585532e-03
HighChol -8.194635e-02
CholCheck -7.872504e-03
Smoker 1.293311e-01
Stroke -3.240088e-04
HeartDiseaseorAttack 2.411943e-03
PhysActivity -2.016565e-01
Fruits -2.018526e-01
Veggies -1.555840e-01
HvyAlcoholConsump 9.852360e-05
AnyHealthcare -4.161721e-02
NoDocbcCost 3.398147e-03
DiffWalk 9.843103e-03
BMI_Underweight 6.938894e-18
BMI_Healthy weight 1.387779e-17
BMI_Overweight -3.469447e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.382557e-16
BMI_Class 3 Obesity 5.421011e-20
GenHlth_Excellent 2.541067e-02
GenHlth_Very good 1.117108e-01
GenHlth_Good -2.126645e-01
GenHlth_Fair 4.218458e-02
GenHlth_Poor 3.335849e-02
MentHlth_0 4.262186e-01
MentHlth_1-5 -3.531537e-01
MentHlth_6-10 -4.465945e-02
MentHlth_11-15 -8.417636e-03
MentHlth_16-20 -6.774124e-03
MentHlth_21-25 -1.104608e-03
MentHlth_26-30 -1.210909e-02
PhysHlth_0 3.275856e-01
PhysHlth_1-5 -3.093985e-01
PhysHlth_6-10 -4.174295e-02
PhysHlth_11-15 -2.294972e-03
PhysHlth_16-20 -1.040490e-02
PhysHlth_21-25 -3.536702e-03
PhysHlth_26-30 3.979240e-02
Education_Never attended school or only kinderg... -3.587736e-04
Education_Elementary 4.391584e-03
Education_Some high school 2.180782e-02
Education_High school graduate 3.077949e-01
Education_Some college or technical school 6.056670e-02
Education_College graduate -3.942022e-01
Income_Less than $10,000 3.176808e-02
Income_$10,000-$14,999 2.504790e-02
Income_$15,000-$19,999 3.324489e-02
Income_$20,000-$24,999 2.609913e-02
Income_$25,000-$34,999 3.389060e-02
Income_$35,000-$49,999 2.889708e-02
Income_$50,000-$74,999 2.323706e-03
Income_$75,000 or more -1.812714e-01
Sex_Female -1.385902e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.385902e-16
Age_65+ -0.000000e+00
PC3 \
HighBP 1.130935e-01
HighChol 1.730168e-01
CholCheck -2.274380e-03
Smoker -1.641456e-02
Stroke -1.440333e-02
HeartDiseaseorAttack -1.638507e-02
PhysActivity -9.954134e-02
Fruits -1.810773e-01
Veggies -1.506112e-01
HvyAlcoholConsump 2.871332e-03
AnyHealthcare -1.630987e-02
NoDocbcCost -1.259794e-02
DiffWalk -5.485927e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -1.734723e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -3.726147e-19
BMI_Class 3 Obesity 5.421011e-20
GenHlth_Excellent -2.304274e-02
GenHlth_Very good -4.227573e-01
GenHlth_Good 7.167168e-01
GenHlth_Fair -2.098925e-01
GenHlth_Poor -6.102424e-02
MentHlth_0 6.784939e-02
MentHlth_1-5 -6.588288e-03
MentHlth_6-10 1.035966e-03
MentHlth_11-15 -7.103797e-03
MentHlth_16-20 -5.773195e-03
MentHlth_21-25 -1.673186e-03
MentHlth_26-30 -4.774689e-02
PhysHlth_0 1.008948e-01
PhysHlth_1-5 2.899522e-02
PhysHlth_6-10 -5.572310e-03
PhysHlth_11-15 -5.077736e-03
PhysHlth_16-20 -2.033485e-02
PhysHlth_21-25 -8.580071e-03
PhysHlth_26-30 -9.032500e-02
Education_Never attended school or only kinderg... -1.086056e-03
Education_Elementary -5.495850e-03
Education_Some high school -3.780329e-03
Education_High school graduate 2.578181e-01
Education_Some college or technical school -2.101719e-01
Education_College graduate -3.728404e-02
Income_Less than $10,000 -2.505284e-02
Income_$10,000-$14,999 -8.572141e-03
Income_$15,000-$19,999 2.410906e-02
Income_$20,000-$24,999 7.705991e-03
Income_$25,000-$34,999 1.985212e-02
Income_$35,000-$49,999 3.986992e-02
Income_$50,000-$74,999 1.083339e-02
Income_$75,000 or more -6.874551e-02
Sex_Female -2.199235e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.199235e-19
Age_65+ -0.000000e+00
PC4 \
HighBP -1.425677e-02
HighChol -1.093047e-01
CholCheck -5.396733e-03
Smoker 3.081330e-02
Stroke -7.654631e-03
HeartDiseaseorAttack -2.038239e-02
PhysActivity 8.203622e-02
Fruits -4.143825e-02
Veggies 2.758706e-02
HvyAlcoholConsump -1.621667e-03
AnyHealthcare -8.937444e-04
NoDocbcCost 1.659256e-02
DiffWalk -7.945411e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 5.551115e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 3.376632e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -3.685236e-03
GenHlth_Very good -8.296575e-02
GenHlth_Good 2.276648e-01
GenHlth_Fair -1.196905e-01
GenHlth_Poor -2.132331e-02
MentHlth_0 -4.322094e-02
MentHlth_1-5 7.338400e-02
MentHlth_6-10 9.213299e-03
MentHlth_11-15 -9.742810e-04
MentHlth_16-20 -2.349210e-03
MentHlth_21-25 -6.788824e-03
MentHlth_26-30 -2.926404e-02
PhysHlth_0 -1.600945e-02
PhysHlth_1-5 1.062764e-01
PhysHlth_6-10 -1.472857e-02
PhysHlth_11-15 -1.483797e-02
PhysHlth_16-20 -1.214199e-02
PhysHlth_21-25 -5.669610e-03
PhysHlth_26-30 -4.288877e-02
Education_Never attended school or only kinderg... -6.959303e-04
Education_Elementary -1.274029e-02
Education_Some high school -2.251930e-02
Education_High school graduate -2.930829e-01
Education_Some college or technical school 7.617738e-01
Education_College graduate -4.327354e-01
Income_Less than $10,000 -3.432094e-02
Income_$10,000-$14,999 -1.358731e-02
Income_$15,000-$19,999 -7.824636e-03
Income_$20,000-$24,999 1.913818e-02
Income_$25,000-$34,999 2.709652e-02
Income_$35,000-$49,999 6.993164e-02
Income_$50,000-$74,999 4.550133e-02
Income_$75,000 or more -1.059348e-01
Sex_Female 3.628829e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 3.628829e-17
Age_65+ -0.000000e+00
PC5 \
HighBP 3.954609e-01
HighChol 3.572139e-01
CholCheck 2.307813e-02
Smoker -7.653386e-02
Stroke 3.072803e-02
HeartDiseaseorAttack 7.103110e-02
PhysActivity 2.002352e-01
Fruits 5.678335e-01
Veggies 2.920018e-01
HvyAlcoholConsump -5.478691e-03
AnyHealthcare 1.513227e-02
NoDocbcCost 2.552463e-02
DiffWalk 1.062682e-01
BMI_Underweight -1.387779e-17
BMI_Healthy weight 1.110223e-16
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -1.271671e-16
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent -1.235538e-02
GenHlth_Very good -1.581493e-01
GenHlth_Good 4.310355e-02
GenHlth_Fair 1.030663e-01
GenHlth_Poor 2.433486e-02
MentHlth_0 3.333294e-01
MentHlth_1-5 -2.629257e-01
MentHlth_6-10 -2.294498e-02
MentHlth_11-15 -1.260147e-02
MentHlth_16-20 -1.048901e-02
MentHlth_21-25 -2.195448e-03
MentHlth_26-30 -2.217278e-02
PhysHlth_0 -1.816640e-02
PhysHlth_1-5 -7.283788e-02
PhysHlth_6-10 4.354458e-03
PhysHlth_11-15 1.623075e-02
PhysHlth_16-20 7.466987e-03
PhysHlth_21-25 5.151556e-03
PhysHlth_26-30 5.780054e-02
Education_Never attended school or only kinderg... 3.153856e-05
Education_Elementary 1.329664e-02
Education_Some high school -1.373512e-02
Education_High school graduate -5.050572e-02
Education_Some college or technical school 7.516793e-02
Education_College graduate -2.425528e-02
Income_Less than $10,000 9.459173e-03
Income_$10,000-$14,999 1.523797e-02
Income_$15,000-$19,999 1.067633e-02
Income_$20,000-$24,999 1.517683e-02
Income_$25,000-$34,999 -1.821736e-02
Income_$35,000-$49,999 -1.849298e-03
Income_$50,000-$74,999 2.893588e-02
Income_$75,000 or more -5.941952e-02
Sex_Female -1.395682e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.395682e-16
Age_65+ -0.000000e+00
PC6 \
HighBP 2.662278e-01
HighChol 4.361621e-01
CholCheck 1.859591e-02
Smoker -4.921131e-02
Stroke 1.534411e-02
HeartDiseaseorAttack 4.797580e-02
PhysActivity -2.103076e-01
Fruits -3.006648e-01
Veggies -1.157247e-01
HvyAlcoholConsump 3.901131e-03
AnyHealthcare 2.950890e-02
NoDocbcCost -2.776292e-02
DiffWalk 9.290666e-03
BMI_Underweight 0.000000e+00
BMI_Healthy weight -1.665335e-16
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 1.691965e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -8.181154e-03
GenHlth_Very good 2.107437e-02
GenHlth_Good -4.326465e-02
GenHlth_Fair -1.903291e-02
GenHlth_Poor 4.940434e-02
MentHlth_0 -1.279791e-01
MentHlth_1-5 3.256624e-02
MentHlth_6-10 1.483962e-02
MentHlth_11-15 1.443548e-02
MentHlth_16-20 1.188536e-02
MentHlth_21-25 -1.001450e-03
MentHlth_26-30 5.525385e-02
PhysHlth_0 3.458897e-01
PhysHlth_1-5 -3.607102e-01
PhysHlth_6-10 -2.065782e-02
PhysHlth_11-15 -1.346571e-02
PhysHlth_16-20 3.914527e-03
PhysHlth_21-25 3.569151e-03
PhysHlth_26-30 4.146034e-02
Education_Never attended school or only kinderg... -1.003138e-04
Education_Elementary 1.521475e-02
Education_Some high school 2.510567e-02
Education_High school graduate -4.205289e-01
Education_Some college or technical school 1.555250e-01
Education_College graduate 2.247837e-01
Income_Less than $10,000 6.741131e-03
Income_$10,000-$14,999 -1.586225e-03
Income_$15,000-$19,999 4.417602e-04
Income_$20,000-$24,999 -1.156804e-02
Income_$25,000-$34,999 -3.219469e-02
Income_$35,000-$49,999 -6.914068e-02
Income_$50,000-$74,999 -9.001780e-02
Income_$75,000 or more 1.973245e-01
Sex_Female 9.981497e-18
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 9.981497e-18
Age_65+ 0.000000e+00
PC7 \
HighBP 5.284727e-02
HighChol -1.233565e-01
CholCheck -5.533145e-03
Smoker -3.715408e-01
Stroke 1.884783e-04
HeartDiseaseorAttack -2.479877e-02
PhysActivity -2.915193e-01
Fruits -2.384676e-01
Veggies -1.848206e-01
HvyAlcoholConsump -6.831813e-03
AnyHealthcare 3.656668e-03
NoDocbcCost 6.495000e-03
DiffWalk 7.928605e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 8.847090e-17
BMI_Class 2 Obesity -1.558277e-16
BMI_Class 3 Obesity -1.110223e-16
GenHlth_Excellent -2.051720e-03
GenHlth_Very good -5.186009e-02
GenHlth_Good -2.442890e-03
GenHlth_Fair 5.258940e-02
GenHlth_Poor 3.765299e-03
MentHlth_0 4.242485e-01
MentHlth_1-5 -3.199559e-01
MentHlth_6-10 -3.087965e-02
MentHlth_11-15 -1.092945e-02
MentHlth_16-20 -2.287617e-03
MentHlth_21-25 -5.025648e-03
MentHlth_26-30 -5.517019e-02
PhysHlth_0 -3.841573e-01
PhysHlth_1-5 3.165471e-01
PhysHlth_6-10 2.640174e-02
PhysHlth_11-15 6.990434e-03
PhysHlth_16-20 -1.151588e-02
PhysHlth_21-25 -4.215142e-03
PhysHlth_26-30 4.994907e-02
Education_Never attended school or only kinderg... -2.261944e-04
Education_Elementary 7.923062e-03
Education_Some high school 1.863793e-02
Education_High school graduate -2.611084e-01
Education_Some college or technical school 5.802884e-02
Education_College graduate 1.767448e-01
Income_Less than $10,000 -7.666697e-03
Income_$10,000-$14,999 -7.728390e-03
Income_$15,000-$19,999 7.866228e-03
Income_$20,000-$24,999 -1.674335e-02
Income_$25,000-$34,999 -4.890370e-02
Income_$35,000-$49,999 -2.950182e-02
Income_$50,000-$74,999 -1.393377e-03
Income_$75,000 or more 1.040711e-01
Sex_Female -1.476595e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.476595e-16
Age_65+ -0.000000e+00
PC8 \
HighBP -4.137437e-01
HighChol -2.502897e-01
CholCheck -2.270858e-02
Smoker 4.392387e-01
Stroke 8.185805e-03
HeartDiseaseorAttack 2.426751e-02
PhysActivity -2.126735e-01
Fruits 2.009142e-01
Veggies 1.640090e-01
HvyAlcoholConsump 3.799750e-03
AnyHealthcare -8.696892e-03
NoDocbcCost 5.248323e-02
DiffWalk 2.332995e-01
BMI_Underweight 1.387779e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight 4.163336e-17
BMI_Class 1 Obesity 1.387779e-17
BMI_Class 2 Obesity -7.711793e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent 1.453780e-02
GenHlth_Very good -2.276701e-01
GenHlth_Good 2.044665e-01
GenHlth_Fair -1.098555e-01
GenHlth_Poor 1.185213e-01
MentHlth_0 9.422220e-02
MentHlth_1-5 -1.967808e-01
MentHlth_6-10 4.158713e-03
MentHlth_11-15 -1.269582e-02
MentHlth_16-20 8.807822e-03
MentHlth_21-25 6.445896e-03
MentHlth_26-30 9.584195e-02
PhysHlth_0 1.876085e-02
PhysHlth_1-5 -2.274880e-01
PhysHlth_6-10 5.352994e-03
PhysHlth_11-15 1.144733e-02
PhysHlth_16-20 1.609277e-02
PhysHlth_21-25 1.140432e-02
PhysHlth_26-30 1.644298e-01
Education_Never attended school or only kinderg... -6.581629e-05
Education_Elementary -5.150204e-04
Education_Some high school 2.834571e-02
Education_High school graduate -2.444635e-01
Education_Some college or technical school 1.763984e-02
Education_College graduate 1.990588e-01
Income_Less than $10,000 1.376108e-02
Income_$10,000-$14,999 1.024880e-02
Income_$15,000-$19,999 -1.421450e-03
Income_$20,000-$24,999 1.036615e-02
Income_$25,000-$34,999 2.298746e-03
Income_$35,000-$49,999 -9.186558e-02
Income_$50,000-$74,999 -1.032387e-01
Income_$75,000 or more 1.598509e-01
Sex_Female -5.549437e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -5.549437e-17
Age_65+ -0.000000e+00
PC9 \
HighBP 1.267222e-01
HighChol 3.110514e-01
CholCheck 1.682150e-02
Smoker 7.027374e-01
Stroke -5.660272e-03
HeartDiseaseorAttack 2.734942e-02
PhysActivity 9.507486e-02
Fruits -1.955162e-01
Veggies 1.534971e-02
HvyAlcoholConsump 4.007189e-02
AnyHealthcare 2.611212e-02
NoDocbcCost -7.146925e-02
DiffWalk -1.378925e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 2.775558e-17
BMI_Overweight 8.326673e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -1.236523e-17
BMI_Class 3 Obesity -8.326673e-17
GenHlth_Excellent -4.550000e-02
GenHlth_Very good 2.269568e-01
GenHlth_Good -3.555645e-02
GenHlth_Fair -1.236912e-01
GenHlth_Poor -2.220909e-02
MentHlth_0 1.947374e-01
MentHlth_1-5 -6.656148e-02
MentHlth_6-10 -1.815767e-02
MentHlth_11-15 -3.364329e-02
MentHlth_16-20 -5.073422e-03
MentHlth_21-25 -3.404568e-03
MentHlth_26-30 -6.789693e-02
PhysHlth_0 -1.879347e-01
PhysHlth_1-5 3.472952e-01
PhysHlth_6-10 -3.276683e-02
PhysHlth_11-15 -2.195956e-02
PhysHlth_16-20 -1.002075e-03
PhysHlth_21-25 -2.999133e-03
PhysHlth_26-30 -1.006328e-01
Education_Never attended school or only kinderg... -1.510870e-03
Education_Elementary -1.299839e-02
Education_Some high school 6.836001e-03
Education_High school graduate -3.832233e-03
Education_Some college or technical school -7.932858e-03
Education_College graduate 1.943835e-02
Income_Less than $10,000 -4.039084e-02
Income_$10,000-$14,999 -1.509553e-02
Income_$15,000-$19,999 -1.835149e-02
Income_$20,000-$24,999 -3.452351e-03
Income_$25,000-$34,999 -1.651731e-03
Income_$35,000-$49,999 -4.932512e-02
Income_$50,000-$74,999 -3.101414e-02
Income_$75,000 or more 1.592812e-01
Sex_Female -4.346874e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -4.346874e-17
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -2.588028e-01 ... 0.0
HighChol 6.726974e-02 ... 0.0
CholCheck -1.802436e-03 ... 0.0
Smoker -9.628730e-04 ... 0.0
Stroke 2.712497e-02 ... 0.0
HeartDiseaseorAttack 8.964402e-03 ... 0.0
PhysActivity 6.842386e-01 ... 0.0
Fruits -3.093911e-01 ... 0.0
Veggies -1.436768e-01 ... 0.0
HvyAlcoholConsump 4.491922e-03 ... 0.0
AnyHealthcare -7.653970e-03 ... 0.0
NoDocbcCost 1.150132e-02 ... 0.0
DiffWalk 1.014902e-01 ... 0.0
BMI_Underweight -5.551115e-17 ... 0.0
BMI_Healthy weight -0.000000e+00 ... 0.0
BMI_Overweight -5.551115e-17 ... 0.0
BMI_Class 1 Obesity -0.000000e+00 ... 0.0
BMI_Class 2 Obesity -1.654703e-16 ... 0.0
BMI_Class 3 Obesity -5.551115e-17 ... 0.0
GenHlth_Excellent 3.635432e-02 ... 0.0
GenHlth_Very good -2.696274e-01 ... 0.0
GenHlth_Good -3.876089e-03 ... 0.0
GenHlth_Fair 3.706103e-01 ... 0.0
GenHlth_Poor -1.334612e-01 ... 0.0
MentHlth_0 7.643797e-02 ... 0.0
MentHlth_1-5 -1.612573e-01 ... 0.0
MentHlth_6-10 3.931710e-02 ... 0.0
MentHlth_11-15 2.757442e-02 ... 0.0
MentHlth_16-20 1.122249e-02 ... 0.0
MentHlth_21-25 3.349008e-03 ... 0.0
MentHlth_26-30 3.356286e-03 ... 0.0
PhysHlth_0 1.679374e-02 ... 0.0
PhysHlth_1-5 -9.783535e-02 ... 0.0
PhysHlth_6-10 7.076443e-02 ... 0.0
PhysHlth_11-15 4.389246e-02 ... 0.0
PhysHlth_16-20 1.203727e-02 ... 0.0
PhysHlth_21-25 6.363095e-03 ... 0.0
PhysHlth_26-30 -5.201564e-02 ... 0.0
Education_Never attended school or only kinderg... 6.087557e-04 ... 0.0
Education_Elementary 1.541107e-03 ... 0.0
Education_Some high school 3.974706e-02 ... 0.0
Education_High school graduate -7.140640e-02 ... 0.0
Education_Some college or technical school 7.805813e-03 ... 0.0
Education_College graduate 2.170366e-02 ... 0.0
Income_Less than $10,000 5.741110e-02 ... 0.0
Income_$10,000-$14,999 2.616977e-02 ... 0.0
Income_$15,000-$19,999 5.170835e-03 ... 0.0
Income_$20,000-$24,999 1.723883e-02 ... 0.0
Income_$25,000-$34,999 1.944479e-02 ... 0.0
Income_$35,000-$49,999 -1.693898e-01 ... 0.0
Income_$50,000-$74,999 -4.079604e-02 ... 0.0
Income_$75,000 or more 8.475054e-02 ... 0.0
Sex_Female -1.165523e-16 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -0.000000e+00 ... 1.0
Age_50-64 -1.165523e-16 ... 0.0
Age_65+ -0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 0.000000e+00
HighChol 0.0 -1.773250e-19
CholCheck 0.0 1.745183e-19
Smoker 0.0 -5.188562e-19
Stroke 0.0 -6.079257e-19
HeartDiseaseorAttack 0.0 2.915826e-19
PhysActivity 0.0 -1.273482e-19
Fruits 0.0 2.736034e-19
Veggies 0.0 -4.445578e-19
HvyAlcoholConsump 0.0 3.325569e-18
AnyHealthcare 0.0 5.368661e-18
NoDocbcCost 0.0 1.453691e-19
DiffWalk 0.0 -7.403513e-19
BMI_Underweight 0.0 6.315010e-06
BMI_Healthy weight 0.0 1.310883e-05
BMI_Overweight 0.0 -1.927621e-05
BMI_Class 1 Obesity 0.0 -2.923692e-05
BMI_Class 2 Obesity 0.0 -3.347658e-05
BMI_Class 3 Obesity 0.0 4.349432e-05
GenHlth_Excellent 0.0 -1.409308e-05
GenHlth_Very good 0.0 -1.409308e-05
GenHlth_Good 0.0 -1.409308e-05
GenHlth_Fair 0.0 -1.409308e-05
GenHlth_Poor 0.0 -1.409308e-05
MentHlth_0 0.0 5.987753e-06
MentHlth_1-5 0.0 5.987753e-06
MentHlth_6-10 0.0 5.987753e-06
MentHlth_11-15 0.0 5.987753e-06
MentHlth_16-20 0.0 5.987753e-06
MentHlth_21-25 0.0 5.987753e-06
MentHlth_26-30 0.0 5.987753e-06
PhysHlth_0 0.0 1.159395e-05
PhysHlth_1-5 0.0 1.159395e-05
PhysHlth_6-10 0.0 1.159395e-05
PhysHlth_11-15 0.0 1.159395e-05
PhysHlth_16-20 0.0 1.159395e-05
PhysHlth_21-25 0.0 1.159395e-05
PhysHlth_26-30 0.0 1.159395e-05
Education_Never attended school or only kinderg... 0.0 -3.709536e-06
Education_Elementary 0.0 -3.709536e-06
Education_Some high school 0.0 -3.709536e-06
Education_High school graduate 0.0 -3.709536e-06
Education_Some college or technical school 0.0 -3.709536e-06
Education_College graduate 0.0 -3.709536e-06
Income_Less than $10,000 0.0 -2.426228e-06
Income_$10,000-$14,999 0.0 -2.426228e-06
Income_$15,000-$19,999 0.0 -2.426228e-06
Income_$20,000-$24,999 0.0 -2.426228e-06
Income_$25,000-$34,999 0.0 -2.426228e-06
Income_$35,000-$49,999 0.0 -2.426228e-06
Income_$50,000-$74,999 0.0 -2.426228e-06
Income_$75,000 or more 0.0 -2.426228e-06
Sex_Female 0.0 -7.070748e-01
Sex_Male 0.0 0.000000e+00
Age_18-29 1.0 0.000000e+00
Age_30-49 0.0 0.000000e+00
Age_50-64 0.0 7.071387e-01
Age_65+ 0.0 0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol 1.035755e-17
CholCheck 2.190256e-17
Smoker 6.189167e-17
Stroke 5.756258e-16
HeartDiseaseorAttack -3.302107e-17
PhysActivity 7.345725e-17
Fruits -5.016458e-17
Veggies -1.412449e-16
HvyAlcoholConsump 4.604491e-17
AnyHealthcare 9.384729e-17
NoDocbcCost 1.155125e-16
DiffWalk -1.923128e-17
BMI_Underweight 5.418607e-02
BMI_Healthy weight 1.265422e-01
BMI_Overweight -1.840971e-01
BMI_Class 1 Obesity -3.142212e-01
BMI_Class 2 Obesity -3.896032e-01
BMI_Class 3 Obesity 4.553129e-01
GenHlth_Excellent -1.459094e-01
GenHlth_Very good -1.459094e-01
GenHlth_Good -1.459094e-01
GenHlth_Fair -1.459094e-01
GenHlth_Poor -1.459094e-01
MentHlth_0 5.827419e-02
MentHlth_1-5 5.827419e-02
MentHlth_6-10 5.827419e-02
MentHlth_11-15 5.827419e-02
MentHlth_16-20 5.827419e-02
MentHlth_21-25 5.827419e-02
MentHlth_26-30 5.827419e-02
PhysHlth_0 1.154183e-01
PhysHlth_1-5 1.154183e-01
PhysHlth_6-10 1.154183e-01
PhysHlth_11-15 1.154183e-01
PhysHlth_16-20 1.154183e-01
PhysHlth_21-25 1.154183e-01
PhysHlth_26-30 1.154183e-01
Education_Never attended school or only kinderg... -2.039691e-02
Education_Elementary -2.039691e-02
Education_Some high school -2.039691e-02
Education_High school graduate -2.039691e-02
Education_Some college or technical school -2.039691e-02
Education_College graduate -2.039691e-02
Income_Less than $10,000 -3.456495e-02
Income_$10,000-$14,999 -3.456495e-02
Income_$15,000-$19,999 -3.456495e-02
Income_$20,000-$24,999 -3.456495e-02
Income_$25,000-$34,999 -3.456495e-02
Income_$35,000-$49,999 -3.456495e-02
Income_$50,000-$74,999 -3.456495e-02
Income_$75,000 or more -3.456495e-02
Sex_Female 3.562971e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.561648e-01
Age_65+ 0.000000e+00
PC53 \
HighBP 0.000000e+00
HighChol -7.250286e-17
CholCheck -5.841308e-16
Smoker 2.164955e-18
Stroke -7.735417e-17
HeartDiseaseorAttack 7.668819e-17
PhysActivity -2.175720e-18
Fruits -4.684093e-18
Veggies 8.655683e-17
HvyAlcoholConsump 3.503086e-16
AnyHealthcare 3.660061e-16
NoDocbcCost 6.486686e-17
DiffWalk 8.783631e-17
BMI_Underweight 2.355180e-01
BMI_Healthy weight 2.763739e-01
BMI_Overweight -3.749971e-02
BMI_Class 1 Obesity 2.991383e-01
BMI_Class 2 Obesity -7.007570e-02
BMI_Class 3 Obesity -1.000400e-01
GenHlth_Excellent -8.023621e-02
GenHlth_Very good -8.023621e-02
GenHlth_Good -8.023621e-02
GenHlth_Fair -8.023621e-02
GenHlth_Poor -8.023621e-02
MentHlth_0 1.014320e-01
MentHlth_1-5 1.014320e-01
MentHlth_6-10 1.014320e-01
MentHlth_11-15 1.014320e-01
MentHlth_16-20 1.014320e-01
MentHlth_21-25 1.014320e-01
MentHlth_26-30 1.014320e-01
PhysHlth_0 2.169415e-02
PhysHlth_1-5 2.169415e-02
PhysHlth_6-10 2.169415e-02
PhysHlth_11-15 2.169415e-02
PhysHlth_16-20 2.169415e-02
PhysHlth_21-25 2.169415e-02
PhysHlth_26-30 2.169415e-02
Education_Never attended school or only kinderg... -2.638135e-01
Education_Elementary -2.638135e-01
Education_Some high school -2.638135e-01
Education_High school graduate -2.638135e-01
Education_Some college or technical school -2.638135e-01
Education_College graduate -2.638135e-01
Income_Less than $10,000 1.692481e-01
Income_$10,000-$14,999 1.692481e-01
Income_$15,000-$19,999 1.692481e-01
Income_$20,000-$24,999 1.692481e-01
Income_$25,000-$34,999 1.692481e-01
Income_$35,000-$49,999 1.692481e-01
Income_$50,000-$74,999 1.692481e-01
Income_$75,000 or more 1.692481e-01
Sex_Female -6.360655e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -6.361400e-02
Age_65+ 0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol 4.660898e-17
CholCheck -1.831750e-16
Smoker 2.921397e-17
Stroke -4.361700e-16
HeartDiseaseorAttack 1.987297e-16
PhysActivity 2.574966e-17
Fruits 6.032106e-18
Veggies 1.414436e-16
HvyAlcoholConsump 3.502937e-16
AnyHealthcare -2.149948e-16
NoDocbcCost -2.051955e-16
DiffWalk 2.133450e-16
BMI_Underweight 2.049319e-01
BMI_Healthy weight -4.699463e-02
BMI_Overweight 6.304818e-01
BMI_Class 1 Obesity 4.037120e-01
BMI_Class 2 Obesity -6.535245e-02
BMI_Class 3 Obesity -7.140792e-02
GenHlth_Excellent -2.510989e-02
GenHlth_Very good -2.510989e-02
GenHlth_Good -2.510989e-02
GenHlth_Fair -2.510989e-02
GenHlth_Poor -2.510989e-02
MentHlth_0 1.937196e-02
MentHlth_1-5 1.937196e-02
MentHlth_6-10 1.937196e-02
MentHlth_11-15 1.937196e-02
MentHlth_16-20 1.937196e-02
MentHlth_21-25 1.937196e-02
MentHlth_26-30 1.937196e-02
PhysHlth_0 1.808409e-01
PhysHlth_1-5 1.808409e-01
PhysHlth_6-10 1.808409e-01
PhysHlth_11-15 1.808409e-01
PhysHlth_16-20 1.808409e-01
PhysHlth_21-25 1.808409e-01
PhysHlth_26-30 1.808409e-01
Education_Never attended school or only kinderg... 3.822272e-03
Education_Elementary 3.822272e-03
Education_Some high school 3.822272e-03
Education_High school graduate 3.822272e-03
Education_Some college or technical school 3.822272e-03
Education_College graduate 3.822272e-03
Income_Less than $10,000 -1.351637e-01
Income_$10,000-$14,999 -1.351637e-01
Income_$15,000-$19,999 -1.351637e-01
Income_$20,000-$24,999 -1.351637e-01
Income_$25,000-$34,999 -1.351637e-01
Income_$35,000-$49,999 -1.351637e-01
Income_$50,000-$74,999 -1.351637e-01
Income_$75,000 or more -1.351637e-01
Sex_Female 4.994335e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 4.994506e-02
Age_65+ 0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol 5.437715e-17
CholCheck 1.668761e-16
Smoker -6.161511e-17
Stroke -9.750735e-16
HeartDiseaseorAttack 2.340998e-16
PhysActivity -1.334238e-16
Fruits -7.140707e-17
Veggies 1.834315e-16
HvyAlcoholConsump 1.910368e-16
AnyHealthcare -3.883239e-16
NoDocbcCost -4.708865e-17
DiffWalk 2.552259e-16
BMI_Underweight -3.247725e-01
BMI_Healthy weight 3.240199e-01
BMI_Overweight -3.455734e-01
BMI_Class 1 Obesity 4.626529e-01
BMI_Class 2 Obesity -3.661721e-01
BMI_Class 3 Obesity -3.889480e-01
GenHlth_Excellent -9.710259e-02
GenHlth_Very good -9.710259e-02
GenHlth_Good -9.710259e-02
GenHlth_Fair -9.710259e-02
GenHlth_Poor -9.710259e-02
MentHlth_0 1.688764e-02
MentHlth_1-5 1.688764e-02
MentHlth_6-10 1.688764e-02
MentHlth_11-15 1.688764e-02
MentHlth_16-20 1.688764e-02
MentHlth_21-25 1.688764e-02
MentHlth_26-30 1.688764e-02
PhysHlth_0 -2.358279e-02
PhysHlth_1-5 -2.358279e-02
PhysHlth_6-10 -2.358279e-02
PhysHlth_11-15 -2.358279e-02
PhysHlth_16-20 -2.358279e-02
PhysHlth_21-25 -2.358279e-02
PhysHlth_26-30 -2.358279e-02
Education_Never attended school or only kinderg... 1.160793e-01
Education_Elementary 1.160793e-01
Education_Some high school 1.160793e-01
Education_High school graduate 1.160793e-01
Education_Some college or technical school 1.160793e-01
Education_College graduate 1.160793e-01
Income_Less than $10,000 -6.437607e-02
Income_$10,000-$14,999 -6.437607e-02
Income_$15,000-$19,999 -6.437607e-02
Income_$20,000-$24,999 -6.437607e-02
Income_$25,000-$34,999 -6.437607e-02
Income_$35,000-$49,999 -6.437607e-02
Income_$50,000-$74,999 -6.437607e-02
Income_$75,000 or more -6.437607e-02
Sex_Female 4.282405e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 4.282729e-02
Age_65+ -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 1.456531e-17
CholCheck 3.861597e-16
Smoker -3.259655e-17
Stroke -2.548104e-18
HeartDiseaseorAttack -6.026887e-17
PhysActivity 1.184475e-16
Fruits -1.264075e-16
Veggies 7.950326e-17
HvyAlcoholConsump -2.297859e-16
AnyHealthcare 3.491024e-17
NoDocbcCost 1.908682e-16
DiffWalk -5.611860e-17
BMI_Underweight 2.324085e-01
BMI_Healthy weight 6.381811e-01
BMI_Overweight 1.237168e-01
BMI_Class 1 Obesity 2.375520e-01
BMI_Class 2 Obesity 2.484045e-01
BMI_Class 3 Obesity 4.806034e-01
GenHlth_Excellent 3.659207e-02
GenHlth_Very good 3.659207e-02
GenHlth_Good 3.659207e-02
GenHlth_Fair 3.659207e-02
GenHlth_Poor 3.659207e-02
MentHlth_0 -2.329137e-02
MentHlth_1-5 -2.329137e-02
MentHlth_6-10 -2.329137e-02
MentHlth_11-15 -2.329137e-02
MentHlth_16-20 -2.329137e-02
MentHlth_21-25 -2.329137e-02
MentHlth_26-30 -2.329137e-02
PhysHlth_0 -1.072822e-01
PhysHlth_1-5 -1.072822e-01
PhysHlth_6-10 -1.072822e-01
PhysHlth_11-15 -1.072822e-01
PhysHlth_16-20 -1.072822e-01
PhysHlth_21-25 -1.072822e-01
PhysHlth_26-30 -1.072822e-01
Education_Never attended school or only kinderg... 1.166276e-01
Education_Elementary 1.166276e-01
Education_Some high school 1.166276e-01
Education_High school graduate 1.166276e-01
Education_Some college or technical school 1.166276e-01
Education_College graduate 1.166276e-01
Income_Less than $10,000 2.676762e-03
Income_$10,000-$14,999 2.676762e-03
Income_$15,000-$19,999 2.676762e-03
Income_$20,000-$24,999 2.676762e-03
Income_$25,000-$34,999 2.676762e-03
Income_$35,000-$49,999 2.676762e-03
Income_$50,000-$74,999 2.676762e-03
Income_$75,000 or more 2.676762e-03
Sex_Female 2.794548e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 2.794553e-02
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol -4.401960e-17 1.035755e-17
CholCheck -1.201444e-15 -1.526982e-15
Smoker -1.085148e-16 -3.292500e-17
Stroke -1.016260e-16 6.397474e-17
HeartDiseaseorAttack 2.062695e-16 -9.735976e-17
PhysActivity -4.419639e-17 2.353026e-18
Fruits -2.365711e-17 -1.020638e-16
Veggies -5.518814e-17 -3.456744e-17
HvyAlcoholConsump -4.963154e-18 4.012472e-17
AnyHealthcare -3.861371e-16 -3.722309e-16
NoDocbcCost -8.321376e-18 -1.038255e-16
DiffWalk 6.285543e-17 8.401615e-17
BMI_Underweight -4.808294e-01 3.446713e-01
BMI_Healthy weight 4.185343e-01 -1.004562e-01
BMI_Overweight 4.881862e-01 -1.599768e-01
BMI_Class 1 Obesity -4.046279e-01 6.871318e-02
BMI_Class 2 Obesity -9.772974e-02 -3.193636e-01
BMI_Class 3 Obesity -1.072851e-01 1.648113e-01
GenHlth_Excellent -1.008125e-01 -1.085618e-01
GenHlth_Very good -1.008125e-01 -1.085618e-01
GenHlth_Good -1.008125e-01 -1.085618e-01
GenHlth_Fair -1.008125e-01 -1.085618e-01
GenHlth_Poor -1.008125e-01 -1.085618e-01
MentHlth_0 -5.795060e-02 -2.133777e-01
MentHlth_1-5 -5.795060e-02 -2.133777e-01
MentHlth_6-10 -5.795060e-02 -2.133777e-01
MentHlth_11-15 -5.795060e-02 -2.133777e-01
MentHlth_16-20 -5.795060e-02 -2.133777e-01
MentHlth_21-25 -5.795060e-02 -2.133777e-01
MentHlth_26-30 -5.795060e-02 -2.133777e-01
PhysHlth_0 3.516581e-02 7.822246e-02
PhysHlth_1-5 3.516581e-02 7.822246e-02
PhysHlth_6-10 3.516581e-02 7.822246e-02
PhysHlth_11-15 3.516581e-02 7.822246e-02
PhysHlth_16-20 3.516581e-02 7.822246e-02
PhysHlth_21-25 3.516581e-02 7.822246e-02
PhysHlth_26-30 3.516581e-02 7.822246e-02
Education_Never attended school or only kinderg... -1.396327e-03 7.048255e-02
Education_Elementary -1.396327e-03 7.048255e-02
Education_Some high school -1.396327e-03 7.048255e-02
Education_High school graduate -1.396327e-03 7.048255e-02
Education_Some college or technical school -1.396327e-03 7.048255e-02
Education_College graduate -1.396327e-03 7.048255e-02
Income_Less than $10,000 6.817160e-02 5.775492e-02
Income_$10,000-$14,999 6.817160e-02 5.775492e-02
Income_$15,000-$19,999 6.817160e-02 5.775492e-02
Income_$20,000-$24,999 6.817160e-02 5.775492e-02
Income_$25,000-$34,999 6.817160e-02 5.775492e-02
Income_$35,000-$49,999 6.817160e-02 5.775492e-02
Income_$50,000-$74,999 6.817160e-02 5.775492e-02
Income_$75,000 or more 6.817160e-02 5.775492e-02
Sex_Female -1.586676e-01 -3.425479e-01
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 -1.586670e-01 -3.425483e-01
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_34:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.033449 -0.882927 -0.395844 -0.403072 0.032904 -0.437835 -0.464860
1 0.395060 -0.069752 -0.502851 0.738085 -0.416264 0.243981 0.249726
2 -0.156832 -0.089768 0.804486 -0.225630 0.087151 -0.815827 0.220691
3 -0.014265 -1.001988 0.741890 -0.368288 -1.025402 0.478319 0.973955
4 -0.767978 0.453382 0.555038 1.070516 0.072249 0.169996 0.200244
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -1.249809 0.517594 -0.498455 ... 0.0 0.0 0.0 -2.220446e-16
1 -0.618476 1.160516 -0.757084 ... 0.0 0.0 0.0 -6.106227e-16
2 0.514719 0.969971 -0.430371 ... 0.0 0.0 0.0 -1.110223e-16
3 0.155699 0.208036 0.043688 ... 0.0 0.0 0.0 -5.551115e-17
4 -0.244925 -0.374442 0.177850 ... 0.0 0.0 0.0 -5.551115e-17
PC53 PC54 PC55 PC56 PC57 \
0 2.220446e-16 1.942890e-16 2.220446e-16 -1.665335e-16 1.110223e-16
1 2.775558e-17 -3.469447e-16 -4.996004e-16 1.665335e-16 -1.110223e-16
2 0.000000e+00 -9.714451e-17 -1.665335e-16 -1.665335e-16 -4.440892e-16
3 5.551115e-17 -3.469447e-16 0.000000e+00 0.000000e+00 2.220446e-16
4 8.326673e-17 -1.526557e-16 -2.220446e-16 1.665335e-16 -1.110223e-16
PC58
0 2.220446e-16
1 1.776357e-15
2 0.000000e+00
3 6.661338e-16
4 -2.220446e-16
[5 rows x 58 columns]
For Subset_34, retain 26 components to explain 90% of the variance.
Explained Variance for Subset_35:
[1.27000939e-01 6.90844814e-02 5.73134434e-02 5.52940922e-02
5.39955605e-02 4.66920054e-02 4.57370154e-02 4.20957082e-02
4.03802464e-02 3.71391094e-02 3.49660133e-02 3.42869103e-02
2.97656138e-02 2.87599724e-02 2.75438035e-02 2.33990868e-02
2.24474162e-02 2.07159091e-02 1.74391701e-02 1.63317676e-02
1.49227133e-02 1.47083336e-02 1.38677891e-02 1.30848095e-02
1.27341758e-02 1.13902921e-02 1.04905221e-02 1.00867665e-02
8.89773953e-03 8.76929158e-03 8.18314721e-03 7.25766857e-03
6.80227861e-03 6.25034501e-03 5.82145743e-03 4.25568067e-03
3.93825813e-03 3.46097868e-03 2.78851464e-03 1.57259622e-03
3.28377083e-04 1.52129644e-17 1.14213470e-17 5.11199890e-18
4.62155457e-18 5.40958287e-19 4.70430378e-19 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_35:
[0.12700094 0.19608542 0.25339886 0.30869296 0.36268852 0.40938052
0.45511754 0.49721325 0.53759349 0.5747326 0.60969861 0.64398553
0.67375114 0.70251111 0.73005491 0.753454 0.77590142 0.79661733
0.8140565 0.83038826 0.84531098 0.86001931 0.8738871 0.88697191
0.89970609 0.91109638 0.9215869 0.93167367 0.94057141 0.9493407
0.95752384 0.96478151 0.97158379 0.97783414 0.98365559 0.98791128
0.99184953 0.99531051 0.99809903 0.99967162 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_35:
PC1 \
HighBP 1.357193e-01
HighChol 1.682004e-01
CholCheck 6.462898e-03
Smoker 1.776467e-01
Stroke 6.565484e-02
HeartDiseaseorAttack 1.557444e-01
PhysActivity -2.010644e-01
Fruits -8.859382e-02
Veggies -8.946771e-02
HvyAlcoholConsump -3.179445e-03
AnyHealthcare -7.869029e-03
NoDocbcCost 9.164467e-02
DiffWalk 4.172380e-01
BMI_Underweight -1.033976e-25
BMI_Healthy weight 0.000000e+00
BMI_Overweight -1.615587e-27
BMI_Class 1 Obesity 4.038968e-28
BMI_Class 2 Obesity 5.048710e-29
BMI_Class 3 Obesity 1.485720e-17
GenHlth_Excellent -2.805583e-02
GenHlth_Very good -1.630973e-01
GenHlth_Good -2.389694e-01
GenHlth_Fair 2.124791e-01
GenHlth_Poor 2.176434e-01
MentHlth_0 -2.838439e-01
MentHlth_1-5 5.416691e-02
MentHlth_6-10 2.203562e-02
MentHlth_11-15 4.084161e-02
MentHlth_16-20 2.374131e-02
MentHlth_21-25 1.332040e-02
MentHlth_26-30 1.297380e-01
PhysHlth_0 -4.015623e-01
PhysHlth_1-5 3.003672e-03
PhysHlth_6-10 3.402182e-02
PhysHlth_11-15 3.915897e-02
PhysHlth_16-20 3.518514e-02
PhysHlth_21-25 1.336880e-02
PhysHlth_26-30 2.768239e-01
Education_Never attended school or only kinderg... 1.106578e-03
Education_Elementary 1.242536e-02
Education_Some high school 4.355263e-02
Education_High school graduate 1.101785e-01
Education_Some college or technical school 2.092848e-02
Education_College graduate -1.881915e-01
Income_Less than $10,000 5.963825e-02
Income_$10,000-$14,999 7.357317e-02
Income_$15,000-$19,999 7.150649e-02
Income_$20,000-$24,999 5.333466e-02
Income_$25,000-$34,999 3.646717e-02
Income_$35,000-$49,999 2.505362e-03
Income_$50,000-$74,999 -4.945878e-02
Income_$75,000 or more -2.475663e-01
Sex_Female 0.000000e+00
Sex_Male 1.485720e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.485720e-17
Age_65+ 0.000000e+00
PC2 \
HighBP -5.740756e-02
HighChol -7.290000e-02
CholCheck -1.079507e-02
Smoker 2.353401e-01
Stroke -2.952731e-02
HeartDiseaseorAttack -3.977582e-02
PhysActivity -1.315319e-01
Fruits -2.162152e-01
Veggies -1.935012e-01
HvyAlcoholConsump 2.187857e-02
AnyHealthcare -3.787132e-02
NoDocbcCost -1.681913e-02
DiffWalk -3.685113e-02
BMI_Underweight 2.710505e-20
BMI_Healthy weight 0.000000e+00
BMI_Overweight -3.388132e-21
BMI_Class 1 Obesity 1.694066e-21
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 3.618267e-17
GenHlth_Excellent 9.877303e-03
GenHlth_Very good -6.164970e-02
GenHlth_Good 2.229699e-01
GenHlth_Fair -1.475139e-01
GenHlth_Poor -2.368360e-02
MentHlth_0 1.719920e-01
MentHlth_1-5 -7.783784e-02
MentHlth_6-10 -3.296511e-02
MentHlth_11-15 -1.075542e-02
MentHlth_16-20 -6.579933e-03
MentHlth_21-25 1.463833e-04
MentHlth_26-30 -4.400012e-02
PhysHlth_0 2.874633e-01
PhysHlth_1-5 -1.650378e-01
PhysHlth_6-10 -1.045918e-02
PhysHlth_11-15 -1.231345e-02
PhysHlth_16-20 -1.564419e-02
PhysHlth_21-25 -1.002156e-02
PhysHlth_26-30 -7.398715e-02
Education_Never attended school or only kinderg... 2.407047e-05
Education_Elementary 4.778220e-03
Education_Some high school 7.437472e-04
Education_High school graduate 5.288648e-01
Education_Some college or technical school -6.749427e-02
Education_College graduate -4.669166e-01
Income_Less than $10,000 4.180238e-03
Income_$10,000-$14,999 9.856347e-03
Income_$15,000-$19,999 4.065708e-02
Income_$20,000-$24,999 3.666860e-02
Income_$25,000-$34,999 3.046575e-02
Income_$35,000-$49,999 9.636162e-02
Income_$50,000-$74,999 6.158251e-02
Income_$75,000 or more -2.797721e-01
Sex_Female 0.000000e+00
Sex_Male 3.618278e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 3.618278e-17
Age_65+ 0.000000e+00
PC3 \
HighBP -1.482358e-03
HighChol -4.925774e-02
CholCheck 4.799764e-03
Smoker -7.050040e-04
Stroke -1.597923e-02
HeartDiseaseorAttack -1.375228e-02
PhysActivity -5.621616e-02
Fruits 2.091995e-02
Veggies 5.179961e-02
HvyAlcoholConsump 3.543715e-03
AnyHealthcare 2.743385e-03
NoDocbcCost 4.660126e-02
DiffWalk -2.119773e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.665335e-16
BMI_Class 1 Obesity -2.220446e-16
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 6.894764e-17
GenHlth_Excellent 2.444749e-02
GenHlth_Very good 1.714362e-01
GenHlth_Good -3.615043e-01
GenHlth_Fair 1.646876e-01
GenHlth_Poor 9.329308e-04
MentHlth_0 2.582547e-01
MentHlth_1-5 -1.778443e-01
MentHlth_6-10 -2.320036e-02
MentHlth_11-15 -5.555920e-03
MentHlth_16-20 -3.803132e-04
MentHlth_21-25 -4.667848e-03
MentHlth_26-30 -4.660598e-02
PhysHlth_0 1.534320e-01
PhysHlth_1-5 -1.547748e-01
PhysHlth_6-10 -1.208239e-02
PhysHlth_11-15 -1.836518e-02
PhysHlth_16-20 -1.029523e-02
PhysHlth_21-25 4.706293e-04
PhysHlth_26-30 4.161497e-02
Education_Never attended school or only kinderg... 8.916182e-04
Education_Elementary -4.805653e-04
Education_Some high school 2.859730e-03
Education_High school graduate -3.033921e-01
Education_Some college or technical school 6.462687e-01
Education_College graduate -3.461475e-01
Income_Less than $10,000 -1.221330e-02
Income_$10,000-$14,999 -1.179710e-02
Income_$15,000-$19,999 -1.168454e-02
Income_$20,000-$24,999 1.186145e-02
Income_$25,000-$34,999 -1.353862e-03
Income_$35,000-$49,999 8.605386e-03
Income_$50,000-$74,999 1.061776e-01
Income_$75,000 or more -8.959559e-02
Sex_Female -0.000000e+00
Sex_Male -1.306537e-19
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.306537e-19
Age_65+ -0.000000e+00
PC4 \
HighBP 2.800033e-02
HighChol 3.696813e-02
CholCheck 9.273467e-04
Smoker 9.076728e-02
Stroke -9.252170e-03
HeartDiseaseorAttack 2.598356e-02
PhysActivity 9.395657e-02
Fruits 1.795375e-01
Veggies 1.634933e-01
HvyAlcoholConsump 2.743179e-04
AnyHealthcare 6.532003e-03
NoDocbcCost 3.638107e-02
DiffWalk 4.489156e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -0.000000e+00
BMI_Overweight 6.938894e-18
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 1.900102e-17
GenHlth_Excellent -2.357310e-02
GenHlth_Very good -2.061062e-01
GenHlth_Good 5.556359e-01
GenHlth_Fair -4.070125e-01
GenHlth_Poor 8.105593e-02
MentHlth_0 -2.381829e-01
MentHlth_1-5 1.515225e-01
MentHlth_6-10 9.244009e-03
MentHlth_11-15 2.411689e-02
MentHlth_16-20 1.036270e-02
MentHlth_21-25 -3.806453e-03
MentHlth_26-30 4.674322e-02
PhysHlth_0 -9.390092e-02
PhysHlth_1-5 1.235440e-01
PhysHlth_6-10 1.517083e-03
PhysHlth_11-15 -1.383047e-02
PhysHlth_16-20 -1.102493e-02
PhysHlth_21-25 -6.086611e-04
PhysHlth_26-30 -5.696075e-03
Education_Never attended school or only kinderg... -6.686524e-04
Education_Elementary -3.970632e-04
Education_Some high school -1.880120e-03
Education_High school graduate -2.352700e-01
Education_Some college or technical school 4.167867e-01
Education_College graduate -1.785709e-01
Income_Less than $10,000 -4.656008e-03
Income_$10,000-$14,999 -3.633590e-03
Income_$15,000-$19,999 2.708257e-02
Income_$20,000-$24,999 -1.242261e-02
Income_$25,000-$34,999 1.346515e-02
Income_$35,000-$49,999 3.324299e-02
Income_$50,000-$74,999 7.837697e-02
Income_$75,000 or more -1.314555e-01
Sex_Female -0.000000e+00
Sex_Male 1.743561e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.743561e-17
Age_65+ -0.000000e+00
PC5 \
HighBP -3.424300e-02
HighChol -2.502042e-01
CholCheck 1.013503e-02
Smoker 3.093632e-01
Stroke 2.135593e-02
HeartDiseaseorAttack 7.937280e-02
PhysActivity 3.005346e-01
Fruits 6.198502e-01
Veggies 3.684129e-01
HvyAlcoholConsump 3.700568e-03
AnyHealthcare 2.102114e-02
NoDocbcCost -2.931573e-02
DiffWalk 1.413679e-01
BMI_Underweight 5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -4.336809e-19
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 7.749908e-17
GenHlth_Excellent 2.802107e-02
GenHlth_Very good 5.816187e-02
GenHlth_Good -1.419953e-01
GenHlth_Fair -7.878068e-02
GenHlth_Poor 1.345931e-01
MentHlth_0 1.313309e-01
MentHlth_1-5 -1.099952e-01
MentHlth_6-10 -3.018883e-02
MentHlth_11-15 -1.445148e-02
MentHlth_16-20 -7.005294e-03
MentHlth_21-25 3.223854e-03
MentHlth_26-30 2.708610e-02
PhysHlth_0 1.481902e-02
PhysHlth_1-5 -1.675771e-01
PhysHlth_6-10 -7.589126e-03
PhysHlth_11-15 3.153915e-03
PhysHlth_16-20 4.400892e-03
PhysHlth_21-25 -8.315833e-04
PhysHlth_26-30 1.536240e-01
Education_Never attended school or only kinderg... -5.659488e-04
Education_Elementary -9.286350e-04
Education_Some high school 5.278630e-03
Education_High school graduate 1.857689e-01
Education_Some college or technical school -1.699778e-01
Education_College graduate -1.957516e-02
Income_Less than $10,000 -7.335873e-04
Income_$10,000-$14,999 1.689986e-02
Income_$15,000-$19,999 1.838857e-02
Income_$20,000-$24,999 2.488569e-02
Income_$25,000-$34,999 -7.517623e-03
Income_$35,000-$49,999 3.465694e-02
Income_$50,000-$74,999 -3.517780e-02
Income_$75,000 or more -5.140205e-02
Sex_Female -0.000000e+00
Sex_Male 6.085512e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 6.085512e-17
Age_65+ -0.000000e+00
PC6 \
HighBP 2.595016e-01
HighChol 6.723995e-01
CholCheck 2.562487e-02
Smoker 2.410538e-01
Stroke 2.484106e-02
HeartDiseaseorAttack 1.992872e-01
PhysActivity 1.352004e-01
Fruits -1.158317e-01
Veggies 4.714746e-02
HvyAlcoholConsump 2.062230e-02
AnyHealthcare 2.096493e-02
NoDocbcCost 4.585264e-03
DiffWalk -1.230530e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -2.775558e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 6.527440e-17
GenHlth_Excellent 1.341105e-03
GenHlth_Very good 5.823169e-02
GenHlth_Good -2.236126e-02
GenHlth_Fair -1.818681e-01
GenHlth_Poor 1.446566e-01
MentHlth_0 3.454338e-02
MentHlth_1-5 -5.931092e-02
MentHlth_6-10 -1.254785e-02
MentHlth_11-15 4.220574e-03
MentHlth_16-20 -7.966474e-03
MentHlth_21-25 8.103826e-03
MentHlth_26-30 3.295747e-02
PhysHlth_0 3.452901e-01
PhysHlth_1-5 -3.142966e-01
PhysHlth_6-10 -5.680109e-02
PhysHlth_11-15 -3.384416e-02
PhysHlth_16-20 7.347325e-03
PhysHlth_21-25 -2.516056e-03
PhysHlth_26-30 5.482056e-02
Education_Never attended school or only kinderg... -1.252194e-04
Education_Elementary 1.737297e-02
Education_Some high school 2.462097e-02
Education_High school graduate -1.359421e-01
Education_Some college or technical school -7.542430e-02
Education_College graduate 1.694977e-01
Income_Less than $10,000 2.329647e-02
Income_$10,000-$14,999 7.339447e-03
Income_$15,000-$19,999 1.257291e-02
Income_$20,000-$24,999 -1.562189e-02
Income_$25,000-$34,999 -9.067291e-03
Income_$35,000-$49,999 -4.264863e-02
Income_$50,000-$74,999 7.207489e-03
Income_$75,000 or more 1.692150e-02
Sex_Female -0.000000e+00
Sex_Male 5.483502e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 5.483502e-17
Age_65+ -0.000000e+00
PC7 \
HighBP 1.251794e-01
HighChol 2.955773e-01
CholCheck 1.110134e-02
Smoker 1.792282e-01
Stroke -4.018849e-02
HeartDiseaseorAttack -2.224185e-02
PhysActivity 4.427531e-01
Fruits 1.126285e-01
Veggies 6.624831e-02
HvyAlcoholConsump -6.087883e-05
AnyHealthcare -3.033684e-02
NoDocbcCost 1.656213e-02
DiffWalk -2.134167e-01
BMI_Underweight 1.387779e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -5.321036e-17
GenHlth_Excellent -5.643037e-03
GenHlth_Very good -1.321017e-01
GenHlth_Good -2.455540e-02
GenHlth_Fair 4.778596e-01
GenHlth_Poor -3.155595e-01
MentHlth_0 -8.456144e-02
MentHlth_1-5 1.443877e-01
MentHlth_6-10 2.521603e-02
MentHlth_11-15 -2.357430e-03
MentHlth_16-20 5.714528e-03
MentHlth_21-25 -6.470618e-03
MentHlth_26-30 -8.192882e-02
PhysHlth_0 -6.145813e-02
PhysHlth_1-5 2.295840e-01
PhysHlth_6-10 6.695905e-02
PhysHlth_11-15 3.369975e-02
PhysHlth_16-20 5.694450e-03
PhysHlth_21-25 -1.030220e-03
PhysHlth_26-30 -2.734489e-01
Education_Never attended school or only kinderg... -2.433134e-03
Education_Elementary -1.400296e-03
Education_Some high school 6.971261e-04
Education_High school graduate 1.357677e-01
Education_Some college or technical school 3.524936e-02
Education_College graduate -1.678808e-01
Income_Less than $10,000 -1.634873e-02
Income_$10,000-$14,999 -1.722036e-02
Income_$15,000-$19,999 -2.400173e-02
Income_$20,000-$24,999 1.539652e-02
Income_$25,000-$34,999 -3.729804e-02
Income_$35,000-$49,999 5.818284e-02
Income_$50,000-$74,999 1.334498e-01
Income_$75,000 or more -1.121603e-01
Sex_Female 0.000000e+00
Sex_Male 4.162220e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 4.162220e-17
Age_65+ 0.000000e+00
PC8 \
HighBP -2.126026e-01
HighChol -2.717521e-01
CholCheck -9.489280e-03
Smoker 5.500033e-01
Stroke -1.037928e-02
HeartDiseaseorAttack -4.287903e-02
PhysActivity 1.590228e-01
Fruits -2.656535e-01
Veggies -9.396621e-02
HvyAlcoholConsump 2.782502e-02
AnyHealthcare 1.087524e-02
NoDocbcCost 3.391631e-03
DiffWalk -1.320785e-01
BMI_Underweight 2.775558e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight 4.857226e-17
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity -6.938894e-18
BMI_Class 3 Obesity 1.016060e-16
GenHlth_Excellent 4.032749e-03
GenHlth_Very good 1.767967e-01
GenHlth_Good -1.678301e-01
GenHlth_Fair -4.726147e-02
GenHlth_Poor 3.426215e-02
MentHlth_0 -4.191531e-01
MentHlth_1-5 2.362156e-01
MentHlth_6-10 5.164699e-02
MentHlth_11-15 2.323082e-02
MentHlth_16-20 1.271354e-02
MentHlth_21-25 8.662499e-03
MentHlth_26-30 8.668364e-02
PhysHlth_0 1.020427e-01
PhysHlth_1-5 -6.352231e-02
PhysHlth_6-10 -3.260866e-03
PhysHlth_11-15 -2.006582e-02
PhysHlth_16-20 7.190326e-03
PhysHlth_21-25 4.537262e-03
PhysHlth_26-30 -2.692126e-02
Education_Never attended school or only kinderg... 1.865940e-04
Education_Elementary 8.399031e-03
Education_Some high school 1.975116e-02
Education_High school graduate -6.985674e-02
Education_Some college or technical school 8.116537e-02
Education_College graduate -3.964542e-02
Income_Less than $10,000 1.190347e-02
Income_$10,000-$14,999 1.214680e-02
Income_$15,000-$19,999 -2.317418e-02
Income_$20,000-$24,999 1.469186e-02
Income_$25,000-$34,999 -5.612168e-02
Income_$35,000-$49,999 -1.469377e-01
Income_$50,000-$74,999 -1.006282e-01
Income_$75,000 or more 2.881197e-01
Sex_Female 0.000000e+00
Sex_Male 1.387759e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.387759e-16
Age_65+ 0.000000e+00
PC9 \
HighBP 7.011524e-02
HighChol 1.098236e-01
CholCheck 1.720409e-02
Smoker 4.575707e-01
Stroke -1.187653e-02
HeartDiseaseorAttack 1.252605e-02
PhysActivity -3.079955e-01
Fruits -5.343105e-02
Veggies 1.540931e-01
HvyAlcoholConsump 3.946152e-02
AnyHealthcare 2.276554e-02
NoDocbcCost -1.223850e-01
DiffWalk 3.913522e-02
BMI_Underweight 1.353084e-16
BMI_Healthy weight 8.326673e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -1.179612e-16
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 1.474452e-16
GenHlth_Excellent -2.837025e-02
GenHlth_Very good -1.157617e-01
GenHlth_Good 1.592237e-01
GenHlth_Fair 5.099524e-02
GenHlth_Poor -6.608704e-02
MentHlth_0 4.018555e-01
MentHlth_1-5 -1.901954e-01
MentHlth_6-10 -2.861864e-02
MentHlth_11-15 -3.435055e-02
MentHlth_16-20 -1.837913e-02
MentHlth_21-25 -3.047360e-03
MentHlth_26-30 -1.272644e-01
PhysHlth_0 -2.456753e-01
PhysHlth_1-5 2.621647e-01
PhysHlth_6-10 2.295350e-02
PhysHlth_11-15 -1.062615e-02
PhysHlth_16-20 -2.480505e-03
PhysHlth_21-25 5.239785e-03
PhysHlth_26-30 -3.157607e-02
Education_Never attended school or only kinderg... 4.713172e-04
Education_Elementary 6.876578e-03
Education_Some high school 3.245864e-03
Education_High school graduate -1.482009e-02
Education_Some college or technical school 4.940425e-02
Education_College graduate -4.517792e-02
Income_Less than $10,000 -3.390789e-02
Income_$10,000-$14,999 -2.527187e-02
Income_$15,000-$19,999 -6.692929e-03
Income_$20,000-$24,999 -1.134743e-02
Income_$25,000-$34,999 -4.075432e-02
Income_$35,000-$49,999 -1.096752e-01
Income_$50,000-$74,999 -1.969815e-01
Income_$75,000 or more 4.246311e-01
Sex_Female 0.000000e+00
Sex_Male 1.203583e-16
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.203583e-16
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP -1.000623e-02 ... -0.0
HighChol -1.594063e-01 ... -0.0
CholCheck -6.799027e-03 ... -0.0
Smoker 8.720985e-02 ... -0.0
Stroke 3.390262e-02 ... -0.0
HeartDiseaseorAttack 8.840877e-02 ... -0.0
PhysActivity 5.162197e-01 ... -0.0
Fruits -4.739118e-01 ... -0.0
Veggies -2.569068e-02 ... -0.0
HvyAlcoholConsump -1.633305e-02 ... -0.0
AnyHealthcare 1.284794e-02 ... -0.0
NoDocbcCost 2.415963e-02 ... -0.0
DiffWalk 8.630041e-03 ... -0.0
BMI_Underweight -3.469447e-17 ... -0.0
BMI_Healthy weight 2.081668e-17 ... -0.0
BMI_Overweight -3.816392e-17 ... -0.0
BMI_Class 1 Obesity 1.422473e-16 ... -0.0
BMI_Class 2 Obesity -1.387779e-16 ... -0.0
BMI_Class 3 Obesity -4.956887e-18 ... -0.0
GenHlth_Excellent -1.362779e-04 ... -0.0
GenHlth_Very good 7.283902e-02 ... -0.0
GenHlth_Good -1.357819e-02 ... -0.0
GenHlth_Fair -1.735705e-01 ... -0.0
GenHlth_Poor 1.144460e-01 ... -0.0
MentHlth_0 3.019263e-01 ... -0.0
MentHlth_1-5 -2.218796e-01 ... -0.0
MentHlth_6-10 -3.982046e-02 ... -0.0
MentHlth_11-15 -1.262309e-02 ... -0.0
MentHlth_16-20 -5.777926e-03 ... -0.0
MentHlth_21-25 -1.046654e-03 ... -0.0
MentHlth_26-30 -2.077855e-02 ... -0.0
PhysHlth_0 -2.933865e-01 ... -0.0
PhysHlth_1-5 2.246643e-01 ... -0.0
PhysHlth_6-10 -1.596318e-02 ... -0.0
PhysHlth_11-15 -1.060498e-02 ... -0.0
PhysHlth_16-20 -1.649204e-02 ... -0.0
PhysHlth_21-25 -1.368497e-02 ... -0.0
PhysHlth_26-30 1.254674e-01 ... -0.0
Education_Never attended school or only kinderg... 1.767560e-03 ... -0.0
Education_Elementary 9.642778e-03 ... -0.0
Education_Some high school 2.693964e-02 ... -0.0
Education_High school graduate -1.049067e-01 ... -0.0
Education_Some college or technical school -4.966003e-02 ... -0.0
Education_College graduate 1.162168e-01 ... -0.0
Income_Less than $10,000 1.389371e-02 ... -0.0
Income_$10,000-$14,999 2.899998e-02 ... -0.0
Income_$15,000-$19,999 1.380686e-02 ... -0.0
Income_$20,000-$24,999 -2.571968e-02 ... -0.0
Income_$25,000-$34,999 -1.742211e-03 ... -0.0
Income_$35,000-$49,999 4.446118e-02 ... -0.0
Income_$50,000-$74,999 1.707931e-01 ... -0.0
Income_$75,000 or more -2.444929e-01 ... -0.0
Sex_Female 0.000000e+00 ... -0.0
Sex_Male 2.494152e-17 ... -0.0
Age_18-29 0.000000e+00 ... 1.0
Age_30-49 0.000000e+00 ... -0.0
Age_50-64 2.494152e-17 ... -0.0
Age_65+ 0.000000e+00 ... -0.0
PC50 PC51 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 -5.204646e-29
CholCheck 0.0 7.460291e-28
Smoker 0.0 1.145174e-27
Stroke 0.0 -4.064838e-28
HeartDiseaseorAttack 0.0 -8.493312e-29
PhysActivity 0.0 -8.508737e-29
Fruits 0.0 1.248067e-29
Veggies 0.0 -3.841215e-29
HvyAlcoholConsump 0.0 -1.881050e-28
AnyHealthcare 0.0 5.089374e-28
NoDocbcCost 0.0 2.178533e-28
DiffWalk 0.0 -1.535146e-28
BMI_Underweight 0.0 1.963563e-13
BMI_Healthy weight 0.0 -2.287527e-13
BMI_Overweight 0.0 2.102097e-13
BMI_Class 1 Obesity 0.0 4.596924e-13
BMI_Class 2 Obesity 0.0 4.413419e-13
BMI_Class 3 Obesity 0.0 -1.644681e-13
GenHlth_Excellent 0.0 5.345448e-14
GenHlth_Very good 0.0 5.345448e-14
GenHlth_Good 0.0 5.345448e-14
GenHlth_Fair 0.0 5.345448e-14
GenHlth_Poor 0.0 5.345448e-14
MentHlth_0 0.0 -6.140936e-14
MentHlth_1-5 0.0 -6.140936e-14
MentHlth_6-10 0.0 -6.140936e-14
MentHlth_11-15 0.0 -6.140936e-14
MentHlth_16-20 0.0 -6.140936e-14
MentHlth_21-25 0.0 -6.140936e-14
MentHlth_26-30 0.0 -6.140936e-14
PhysHlth_0 0.0 -8.227139e-14
PhysHlth_1-5 0.0 -8.227139e-14
PhysHlth_6-10 0.0 -8.227139e-14
PhysHlth_11-15 0.0 -8.227139e-14
PhysHlth_16-20 0.0 -8.227139e-14
PhysHlth_21-25 0.0 -8.227139e-14
PhysHlth_26-30 0.0 -8.227139e-14
Education_Never attended school or only kinderg... 0.0 -2.005838e-13
Education_Elementary 0.0 -2.005838e-13
Education_Some high school 0.0 -2.005838e-13
Education_High school graduate 0.0 -2.005838e-13
Education_Some college or technical school 0.0 -2.005838e-13
Education_College graduate 0.0 -2.005838e-13
Income_Less than $10,000 0.0 1.701613e-14
Income_$10,000-$14,999 0.0 1.701613e-14
Income_$15,000-$19,999 0.0 1.701613e-14
Income_$20,000-$24,999 0.0 1.701613e-14
Income_$25,000-$34,999 0.0 1.701613e-14
Income_$35,000-$49,999 0.0 1.701613e-14
Income_$50,000-$74,999 0.0 1.701613e-14
Income_$75,000 or more 0.0 1.701613e-14
Sex_Female 0.0 1.000000e+00
Sex_Male 0.0 3.058030e-07
Age_18-29 0.0 -0.000000e+00
Age_30-49 1.0 -0.000000e+00
Age_50-64 0.0 -3.058073e-07
Age_65+ 0.0 -0.000000e+00
PC52 \
HighBP -0.000000e+00
HighChol 1.964688e-22
CholCheck -1.637310e-21
Smoker -2.727879e-21
Stroke 7.782023e-22
HeartDiseaseorAttack 2.321228e-22
PhysActivity 2.516059e-22
Fruits -5.894264e-23
Veggies -1.380415e-23
HvyAlcoholConsump 2.517972e-22
AnyHealthcare -1.047135e-21
NoDocbcCost -4.985920e-22
DiffWalk 3.647485e-22
BMI_Underweight -4.540267e-07
BMI_Healthy weight 5.289707e-07
BMI_Overweight -4.860824e-07
BMI_Class 1 Obesity -1.062985e-06
BMI_Class 2 Obesity -1.020550e-06
BMI_Class 3 Obesity 3.802899e-07
GenHlth_Excellent -1.236036e-07
GenHlth_Very good -1.236036e-07
GenHlth_Good -1.236036e-07
GenHlth_Fair -1.236036e-07
GenHlth_Poor -1.236036e-07
MentHlth_0 1.420085e-07
MentHlth_1-5 1.420085e-07
MentHlth_6-10 1.420085e-07
MentHlth_11-15 1.420085e-07
MentHlth_16-20 1.420085e-07
MentHlth_21-25 1.420085e-07
MentHlth_26-30 1.420085e-07
PhysHlth_0 1.902429e-07
PhysHlth_1-5 1.902429e-07
PhysHlth_6-10 1.902429e-07
PhysHlth_11-15 1.902429e-07
PhysHlth_16-20 1.902429e-07
PhysHlth_21-25 1.902429e-07
PhysHlth_26-30 1.902429e-07
Education_Never attended school or only kinderg... 4.638181e-07
Education_Elementary 4.638181e-07
Education_Some high school 4.638181e-07
Education_High school graduate 4.638181e-07
Education_Some college or technical school 4.638181e-07
Education_College graduate 4.638181e-07
Income_Less than $10,000 -3.936245e-08
Income_$10,000-$14,999 -3.936245e-08
Income_$15,000-$19,999 -3.936245e-08
Income_$20,000-$24,999 -3.936245e-08
Income_$25,000-$34,999 -3.936245e-08
Income_$35,000-$49,999 -3.936245e-08
Income_$50,000-$74,999 -3.936245e-08
Income_$75,000 or more -3.936245e-08
Sex_Female 4.324738e-07
Sex_Male -7.071019e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 7.071117e-01
Age_65+ -0.000000e+00
PC53 \
HighBP -0.000000e+00
HighChol -2.543364e-18
CholCheck -1.419952e-16
Smoker -3.504520e-16
Stroke 2.995872e-17
HeartDiseaseorAttack 4.330130e-17
PhysActivity 3.754310e-17
Fruits -5.666370e-18
Veggies 1.305253e-17
HvyAlcoholConsump 3.068517e-17
AnyHealthcare -1.164521e-16
NoDocbcCost -5.299929e-17
DiffWalk 3.110697e-17
BMI_Underweight 8.798748e-03
BMI_Healthy weight 9.163393e-02
BMI_Overweight -5.934558e-02
BMI_Class 1 Obesity -1.490338e-01
BMI_Class 2 Obesity -1.348033e-01
BMI_Class 3 Obesity -1.395647e-02
GenHlth_Excellent -5.803780e-03
GenHlth_Very good -5.803780e-03
GenHlth_Good -5.803780e-03
GenHlth_Fair -5.803780e-03
GenHlth_Poor -5.803780e-03
MentHlth_0 3.820127e-02
MentHlth_1-5 3.820127e-02
MentHlth_6-10 3.820127e-02
MentHlth_11-15 3.820127e-02
MentHlth_16-20 3.820127e-02
MentHlth_21-25 3.820127e-02
MentHlth_26-30 3.820127e-02
PhysHlth_0 2.829084e-02
PhysHlth_1-5 2.829084e-02
PhysHlth_6-10 2.829084e-02
PhysHlth_11-15 2.829084e-02
PhysHlth_16-20 2.829084e-02
PhysHlth_21-25 2.829084e-02
PhysHlth_26-30 2.829084e-02
Education_Never attended school or only kinderg... 3.718371e-02
Education_Elementary 3.718371e-02
Education_Some high school 3.718371e-02
Education_High school graduate 3.718371e-02
Education_Some college or technical school 3.718371e-02
Education_College graduate 3.718371e-02
Income_Less than $10,000 -4.801835e-02
Income_$10,000-$14,999 -4.801835e-02
Income_$15,000-$19,999 -4.801835e-02
Income_$20,000-$24,999 -4.801835e-02
Income_$25,000-$34,999 -4.801835e-02
Income_$35,000-$49,999 -4.801835e-02
Income_$50,000-$74,999 -4.801835e-02
Income_$75,000 or more -4.801835e-02
Sex_Female -1.110223e-16
Sex_Male 6.725740e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 6.725638e-01
Age_65+ -0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol -1.119080e-16
CholCheck 7.118727e-16
Smoker 1.492351e-16
Stroke -4.584043e-16
HeartDiseaseorAttack 7.356975e-17
PhysActivity 6.207351e-18
Fruits 7.774213e-18
Veggies 1.292675e-16
HvyAlcoholConsump 2.127223e-16
AnyHealthcare 7.379271e-16
NoDocbcCost 2.357229e-16
DiffWalk -6.259564e-17
BMI_Underweight 1.400628e-01
BMI_Healthy weight -1.993762e-01
BMI_Overweight 1.161929e-01
BMI_Class 1 Obesity 4.398878e-01
BMI_Class 2 Obesity 3.359823e-01
BMI_Class 3 Obesity -4.023488e-01
GenHlth_Excellent -7.341285e-02
GenHlth_Very good -7.341285e-02
GenHlth_Good -7.341285e-02
GenHlth_Fair -7.341285e-02
GenHlth_Poor -7.341285e-02
MentHlth_0 -3.223804e-02
MentHlth_1-5 -3.223804e-02
MentHlth_6-10 -3.223804e-02
MentHlth_11-15 -3.223804e-02
MentHlth_16-20 -3.223804e-02
MentHlth_21-25 -3.223804e-02
MentHlth_26-30 -3.223804e-02
PhysHlth_0 -1.682655e-01
PhysHlth_1-5 -1.682655e-01
PhysHlth_6-10 -1.682655e-01
PhysHlth_11-15 -1.682655e-01
PhysHlth_16-20 -1.682655e-01
PhysHlth_21-25 -1.682655e-01
PhysHlth_26-30 -1.682655e-01
Education_Never attended school or only kinderg... -7.224335e-02
Education_Elementary -7.224335e-02
Education_Some high school -7.224335e-02
Education_High school graduate -7.224335e-02
Education_Some college or technical school -7.224335e-02
Education_College graduate -7.224335e-02
Income_Less than $10,000 -1.487592e-01
Income_$10,000-$14,999 -1.487592e-01
Income_$15,000-$19,999 -1.487592e-01
Income_$20,000-$24,999 -1.487592e-01
Income_$25,000-$34,999 -1.487592e-01
Income_$35,000-$49,999 -1.487592e-01
Income_$50,000-$74,999 -1.487592e-01
Income_$75,000 or more -1.487592e-01
Sex_Female 0.000000e+00
Sex_Male 9.512170e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 9.512257e-02
Age_65+ 0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol -2.797700e-17
CholCheck 3.445818e-16
Smoker 2.216040e-17
Stroke -7.373153e-17
HeartDiseaseorAttack -6.724531e-17
PhysActivity -3.114106e-17
Fruits -5.450083e-17
Veggies -5.470727e-17
HvyAlcoholConsump -2.229262e-16
AnyHealthcare -1.843135e-16
NoDocbcCost -1.107529e-16
DiffWalk -4.866759e-17
BMI_Underweight 3.603854e-01
BMI_Healthy weight -5.582246e-02
BMI_Overweight -2.649556e-02
BMI_Class 1 Obesity 3.655229e-02
BMI_Class 2 Obesity 1.549510e-01
BMI_Class 3 Obesity 7.012935e-03
GenHlth_Excellent 1.113183e-01
GenHlth_Very good 1.113183e-01
GenHlth_Good 1.113183e-01
GenHlth_Fair 1.113183e-01
GenHlth_Poor 1.113183e-01
MentHlth_0 2.185064e-02
MentHlth_1-5 2.185064e-02
MentHlth_6-10 2.185064e-02
MentHlth_11-15 2.185064e-02
MentHlth_16-20 2.185064e-02
MentHlth_21-25 2.185064e-02
MentHlth_26-30 2.185064e-02
PhysHlth_0 2.052879e-01
PhysHlth_1-5 2.052879e-01
PhysHlth_6-10 2.052879e-01
PhysHlth_11-15 2.052879e-01
PhysHlth_16-20 2.052879e-01
PhysHlth_21-25 2.052879e-01
PhysHlth_26-30 2.052879e-01
Education_Never attended school or only kinderg... -2.803009e-01
Education_Elementary -2.803009e-01
Education_Some high school -2.803009e-01
Education_High school graduate -2.803009e-01
Education_Some college or technical school -2.803009e-01
Education_College graduate -2.803009e-01
Income_Less than $10,000 -3.146035e-02
Income_$10,000-$14,999 -3.146035e-02
Income_$15,000-$19,999 -3.146035e-02
Income_$20,000-$24,999 -3.146035e-02
Income_$25,000-$34,999 -3.146035e-02
Income_$35,000-$49,999 -3.146035e-02
Income_$50,000-$74,999 -3.146035e-02
Income_$75,000 or more -3.146035e-02
Sex_Female -0.000000e+00
Sex_Male 2.526719e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 2.526813e-02
Age_65+ -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol -3.179205e-17
CholCheck 2.596944e-16
Smoker -2.439815e-17
Stroke 1.993402e-16
HeartDiseaseorAttack 4.025764e-17
PhysActivity 9.260323e-17
Fruits 1.664164e-17
Veggies -8.380812e-17
HvyAlcoholConsump 1.724245e-16
AnyHealthcare 1.170566e-16
NoDocbcCost 7.500185e-17
DiffWalk 2.725193e-17
BMI_Underweight -3.958201e-01
BMI_Healthy weight 5.784772e-01
BMI_Overweight 6.014451e-01
BMI_Class 1 Obesity 2.089229e-01
BMI_Class 2 Obesity -6.360397e-02
BMI_Class 3 Obesity 1.354307e-01
GenHlth_Excellent -6.151198e-03
GenHlth_Very good -6.151198e-03
GenHlth_Good -6.151198e-03
GenHlth_Fair -6.151198e-03
GenHlth_Poor -6.151198e-03
MentHlth_0 4.929369e-03
MentHlth_1-5 4.929369e-03
MentHlth_6-10 4.929369e-03
MentHlth_11-15 4.929369e-03
MentHlth_16-20 4.929369e-03
MentHlth_21-25 4.929369e-03
MentHlth_26-30 4.929369e-03
PhysHlth_0 2.138850e-04
PhysHlth_1-5 2.138850e-04
PhysHlth_6-10 2.138850e-04
PhysHlth_11-15 2.138850e-04
PhysHlth_16-20 2.138850e-04
PhysHlth_21-25 2.138850e-04
PhysHlth_26-30 2.138850e-04
Education_Never attended school or only kinderg... -1.110427e-01
Education_Elementary -1.110427e-01
Education_Some high school -1.110427e-01
Education_High school graduate -1.110427e-01
Education_Some college or technical school -1.110427e-01
Education_College graduate -1.110427e-01
Income_Less than $10,000 -2.732466e-02
Income_$10,000-$14,999 -2.732466e-02
Income_$15,000-$19,999 -2.732466e-02
Income_$20,000-$24,999 -2.732466e-02
Income_$25,000-$34,999 -2.732466e-02
Income_$35,000-$49,999 -2.732466e-02
Income_$50,000-$74,999 -2.732466e-02
Income_$75,000 or more -2.732466e-02
Sex_Female -0.000000e+00
Sex_Male 1.736516e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.736521e-02
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 1.678620e-16 1.017346e-17
CholCheck -7.824534e-16 -1.704320e-16
Smoker -6.983801e-17 -1.017053e-16
Stroke -7.627228e-17 4.480183e-16
HeartDiseaseorAttack 8.572874e-17 1.360567e-16
PhysActivity -9.383547e-17 -5.017301e-17
Fruits -1.766190e-17 5.837237e-17
Veggies 3.954906e-17 -2.373067e-16
HvyAlcoholConsump -1.961023e-16 1.294332e-16
AnyHealthcare -2.782585e-16 -2.529545e-16
NoDocbcCost 1.367869e-16 9.193529e-17
DiffWalk -4.335133e-17 4.652587e-17
BMI_Underweight -4.683724e-02 -3.079431e-01
BMI_Healthy weight -1.787688e-01 2.764164e-01
BMI_Overweight 2.066126e-01 -4.085503e-01
BMI_Class 1 Obesity 2.889071e-01 1.609773e-01
BMI_Class 2 Obesity 2.151413e-01 5.672821e-01
BMI_Class 3 Obesity -1.239287e-01 1.458604e-01
GenHlth_Excellent -1.127395e-01 1.497858e-01
GenHlth_Very good -1.127395e-01 1.497858e-01
GenHlth_Good -1.127395e-01 1.497858e-01
GenHlth_Fair -1.127395e-01 1.497858e-01
GenHlth_Poor -1.127395e-01 1.497858e-01
MentHlth_0 2.670389e-01 4.860368e-03
MentHlth_1-5 2.670389e-01 4.860368e-03
MentHlth_6-10 2.670389e-01 4.860368e-03
MentHlth_11-15 2.670389e-01 4.860368e-03
MentHlth_16-20 2.670389e-01 4.860368e-03
MentHlth_21-25 2.670389e-01 4.860368e-03
MentHlth_26-30 2.670389e-01 4.860368e-03
PhysHlth_0 1.206149e-01 6.314089e-02
PhysHlth_1-5 1.206149e-01 6.314089e-02
PhysHlth_6-10 1.206149e-01 6.314089e-02
PhysHlth_11-15 1.206149e-01 6.314089e-02
PhysHlth_16-20 1.206149e-01 6.314089e-02
PhysHlth_21-25 1.206149e-01 6.314089e-02
PhysHlth_26-30 1.206149e-01 6.314089e-02
Education_Never attended school or only kinderg... 9.575820e-02 1.065776e-01
Education_Elementary 9.575820e-02 1.065776e-01
Education_Some high school 9.575820e-02 1.065776e-01
Education_High school graduate 9.575820e-02 1.065776e-01
Education_Some college or technical school 9.575820e-02 1.065776e-01
Education_College graduate 9.575820e-02 1.065776e-01
Income_Less than $10,000 8.537344e-02 -1.025488e-01
Income_$10,000-$14,999 8.537344e-02 -1.025488e-01
Income_$15,000-$19,999 8.537344e-02 -1.025488e-01
Income_$20,000-$24,999 8.537344e-02 -1.025488e-01
Income_$25,000-$34,999 8.537344e-02 -1.025488e-01
Income_$35,000-$49,999 8.537344e-02 -1.025488e-01
Income_$50,000-$74,999 8.537344e-02 -1.025488e-01
Income_$75,000 or more 8.537344e-02 -1.025488e-01
Sex_Female 0.000000e+00 -0.000000e+00
Sex_Male 9.106806e-03 -1.263495e-02
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 9.106696e-03 -1.263494e-02
Age_65+ 0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_35:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.282655 0.742733 -0.509032 0.210145 -0.536770 -1.003155 0.008405
1 0.195896 -0.774677 -0.838967 0.739747 0.420653 -0.403826 -0.284497
2 -0.910210 0.273786 1.082797 0.138036 -0.184306 -0.362684 -0.077006
3 -0.110650 0.288174 0.328686 -0.975061 -0.792449 0.521600 0.204119
4 1.217412 0.030860 0.805843 0.362785 0.238321 0.329803 -0.726772
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.715863 0.289175 0.496664 ... 0.0 0.0 0.0 0.0 2.220446e-16
1 -0.266542 -0.741137 0.085415 ... 0.0 0.0 0.0 0.0 0.000000e+00
2 0.155087 -0.697380 0.586376 ... 0.0 0.0 0.0 0.0 0.000000e+00
3 0.429856 0.735278 -0.508974 ... 0.0 0.0 0.0 0.0 -2.220446e-16
4 -0.225467 0.441752 -0.114714 ... 0.0 0.0 0.0 0.0 -2.220446e-16
PC54 PC55 PC56 PC57 PC58
0 -7.771561e-16 2.220446e-16 -2.012279e-16 2.220446e-16 3.330669e-16
1 5.551115e-16 -9.714451e-17 -3.816392e-17 -4.996004e-16 2.775558e-16
2 3.330669e-16 1.110223e-16 -6.938894e-18 0.000000e+00 -2.220446e-16
3 -1.110223e-16 -1.387779e-17 -6.383782e-16 -2.775558e-16 1.221245e-15
4 1.110223e-16 9.714451e-17 -5.551115e-17 2.220446e-16 1.110223e-16
[5 rows x 58 columns]
For Subset_35, retain 26 components to explain 90% of the variance.
Explained Variance for Subset_36:
[1.24034413e-01 6.01841110e-02 5.61336518e-02 5.36960613e-02
4.90353417e-02 4.59868661e-02 4.42962244e-02 4.27666260e-02
3.95146290e-02 3.50767479e-02 3.25283840e-02 3.06433820e-02
2.91912332e-02 2.53631242e-02 2.47324236e-02 2.44979484e-02
2.19320009e-02 2.05818116e-02 1.91634701e-02 1.85824331e-02
1.76321114e-02 1.74350370e-02 1.71286312e-02 1.64556421e-02
1.58042764e-02 1.49158178e-02 1.33199336e-02 1.19296232e-02
1.06359628e-02 1.03381289e-02 9.40647302e-03 8.61513179e-03
8.02698192e-03 6.51392139e-03 5.35611457e-03 4.31232563e-03
4.08416629e-03 3.60063167e-03 3.20569524e-03 3.01423373e-03
3.28277430e-04 1.10929740e-17 6.67990605e-18 2.74799361e-18
2.44298489e-18 4.63749669e-19 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_36:
[0.12403441 0.18421852 0.24035218 0.29404824 0.34308358 0.38907044
0.43336667 0.4761333 0.51564792 0.55072467 0.58325306 0.61389644
0.64308767 0.6684508 0.69318322 0.71768117 0.73961317 0.76019498
0.77935845 0.79794088 0.81557299 0.83300803 0.85013666 0.8665923
0.88239658 0.8973124 0.91063233 0.92256196 0.93319792 0.94353605
0.95294252 0.96155765 0.96958463 0.97609856 0.98145467 0.985767
0.98985116 0.99345179 0.99665749 0.99967172 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_36:
PC1 \
HighBP 1.482230e-01
HighChol 1.759213e-01
CholCheck 2.472230e-03
Smoker 1.570442e-01
Stroke 6.688604e-02
HeartDiseaseorAttack 1.188008e-01
PhysActivity -2.391848e-01
Fruits -1.278639e-01
Veggies -1.262792e-01
HvyAlcoholConsump -3.245372e-03
AnyHealthcare -1.516933e-02
NoDocbcCost 1.229258e-01
DiffWalk 4.149279e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 1.292470e-26
BMI_Overweight 3.231174e-27
BMI_Class 1 Obesity -2.019484e-28
BMI_Class 2 Obesity 2.524355e-29
BMI_Class 3 Obesity -6.405266e-18
GenHlth_Excellent -2.786720e-02
GenHlth_Very good -1.797329e-01
GenHlth_Good -2.223946e-01
GenHlth_Fair 2.245443e-01
GenHlth_Poor 2.054503e-01
MentHlth_0 -2.888581e-01
MentHlth_1-5 6.570195e-03
MentHlth_6-10 3.995994e-02
MentHlth_11-15 4.620115e-02
MentHlth_16-20 2.856439e-02
MentHlth_21-25 1.497851e-02
MentHlth_26-30 1.525839e-01
PhysHlth_0 -3.550866e-01
PhysHlth_1-5 -4.364879e-02
PhysHlth_6-10 3.067385e-02
PhysHlth_11-15 3.764412e-02
PhysHlth_16-20 3.827591e-02
PhysHlth_21-25 1.461487e-02
PhysHlth_26-30 2.775266e-01
Education_Never attended school or only kinderg... 5.508429e-04
Education_Elementary 1.036960e-02
Education_Some high school 4.849411e-02
Education_High school graduate 1.101805e-01
Education_Some college or technical school 3.969514e-02
Education_College graduate -2.092902e-01
Income_Less than $10,000 9.559015e-02
Income_$10,000-$14,999 1.035365e-01
Income_$15,000-$19,999 6.799514e-02
Income_$20,000-$24,999 2.927869e-02
Income_$25,000-$34,999 1.049817e-02
Income_$35,000-$49,999 -3.113466e-02
Income_$50,000-$74,999 -8.030038e-02
Income_$75,000 or more -1.954636e-01
Sex_Female -6.405266e-18
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -6.405266e-18
Age_65+ -0.000000e+00
PC2 \
HighBP 2.061062e-02
HighChol 2.340195e-02
CholCheck -1.248726e-02
Smoker 9.428511e-02
Stroke -1.221518e-03
HeartDiseaseorAttack -1.214207e-02
PhysActivity -1.758366e-01
Fruits -2.926175e-01
Veggies -2.327279e-01
HvyAlcoholConsump -2.329573e-03
AnyHealthcare -4.075713e-02
NoDocbcCost -1.572651e-02
DiffWalk -3.162198e-02
BMI_Underweight -1.387779e-17
BMI_Healthy weight 3.469447e-18
BMI_Overweight 1.734723e-18
BMI_Class 1 Obesity -8.673617e-19
BMI_Class 2 Obesity 2.168404e-19
BMI_Class 3 Obesity -2.549507e-17
GenHlth_Excellent 1.251710e-02
GenHlth_Very good -3.063070e-03
GenHlth_Good 5.922150e-02
GenHlth_Fair -7.836542e-02
GenHlth_Poor 9.689888e-03
MentHlth_0 4.711868e-01
MentHlth_1-5 -3.331975e-01
MentHlth_6-10 -4.627572e-02
MentHlth_11-15 -2.310985e-02
MentHlth_16-20 -1.254367e-02
MentHlth_21-25 -7.596988e-03
MentHlth_26-30 -4.846298e-02
PhysHlth_0 3.063460e-01
PhysHlth_1-5 -2.283087e-01
PhysHlth_6-10 -2.919897e-02
PhysHlth_11-15 -2.341378e-02
PhysHlth_16-20 -1.382164e-02
PhysHlth_21-25 -5.623806e-03
PhysHlth_26-30 -5.979124e-03
Education_Never attended school or only kinderg... -4.603233e-05
Education_Elementary 8.344559e-03
Education_Some high school 2.710749e-02
Education_High school graduate 3.774264e-01
Education_Some college or technical school -4.567271e-02
Education_College graduate -3.671597e-01
Income_Less than $10,000 3.924153e-02
Income_$10,000-$14,999 3.541901e-02
Income_$15,000-$19,999 2.610354e-02
Income_$20,000-$24,999 5.545100e-02
Income_$25,000-$34,999 3.402205e-02
Income_$35,000-$49,999 1.486136e-02
Income_$50,000-$74,999 -2.742484e-02
Income_$75,000 or more -1.776737e-01
Sex_Female -2.540593e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.540593e-17
Age_65+ -0.000000e+00
PC3 \
HighBP -1.405699e-01
HighChol -1.746797e-01
CholCheck -1.538736e-03
Smoker 1.060693e-01
Stroke 1.003970e-02
HeartDiseaseorAttack -5.029277e-03
PhysActivity 3.777475e-02
Fruits 5.993892e-02
Veggies 7.495303e-02
HvyAlcoholConsump 9.385714e-04
AnyHealthcare 1.308850e-02
NoDocbcCost 6.677752e-03
DiffWalk -3.167908e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -6.938894e-18
BMI_Overweight 3.469447e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -8.673617e-19
BMI_Class 3 Obesity -2.515830e-17
GenHlth_Excellent 1.936289e-02
GenHlth_Very good 1.313791e-01
GenHlth_Good -2.862625e-01
GenHlth_Fair 1.488512e-01
GenHlth_Poor -1.333070e-02
MentHlth_0 1.304781e-01
MentHlth_1-5 -1.578169e-01
MentHlth_6-10 -1.306418e-02
MentHlth_11-15 -1.247391e-03
MentHlth_16-20 -5.779714e-03
MentHlth_21-25 8.034614e-03
MentHlth_26-30 3.939543e-02
PhysHlth_0 5.328611e-02
PhysHlth_1-5 -1.090764e-01
PhysHlth_6-10 1.000192e-02
PhysHlth_11-15 -1.080570e-02
PhysHlth_16-20 9.414848e-03
PhysHlth_21-25 1.028650e-02
PhysHlth_26-30 3.689269e-02
Education_Never attended school or only kinderg... -6.255452e-04
Education_Elementary -9.866783e-04
Education_Some high school -8.923383e-03
Education_High school graduate -4.215936e-01
Education_Some college or technical school 7.008431e-01
Education_College graduate -2.687138e-01
Income_Less than $10,000 -2.821258e-02
Income_$10,000-$14,999 -1.500129e-03
Income_$15,000-$19,999 -5.110285e-03
Income_$20,000-$24,999 2.557147e-02
Income_$25,000-$34,999 2.616811e-02
Income_$35,000-$49,999 1.168154e-02
Income_$50,000-$74,999 -2.788551e-04
Income_$75,000 or more -2.831928e-02
Sex_Female -2.478064e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.478064e-17
Age_65+ -0.000000e+00
PC4 \
HighBP 3.397758e-02
HighChol -1.117400e-02
CholCheck -1.589584e-03
Smoker 5.510981e-02
Stroke -1.035855e-02
HeartDiseaseorAttack -2.750405e-02
PhysActivity -9.371025e-02
Fruits -2.648319e-01
Veggies -1.324016e-01
HvyAlcoholConsump 5.168484e-04
AnyHealthcare -1.493066e-02
NoDocbcCost 5.961383e-03
DiffWalk -1.702164e-02
BMI_Underweight -1.110223e-16
BMI_Healthy weight -1.110223e-16
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -6.938894e-18
BMI_Class 3 Obesity -1.676818e-17
GenHlth_Excellent -2.370085e-02
GenHlth_Very good -2.221978e-01
GenHlth_Good 6.159225e-01
GenHlth_Fair -3.324889e-01
GenHlth_Poor -3.753495e-02
MentHlth_0 -2.353996e-01
MentHlth_1-5 2.207601e-01
MentHlth_6-10 5.263468e-03
MentHlth_11-15 2.832850e-03
MentHlth_16-20 2.558924e-03
MentHlth_21-25 3.713892e-03
MentHlth_26-30 2.703599e-04
PhysHlth_0 -4.394442e-02
PhysHlth_1-5 1.560650e-01
PhysHlth_6-10 2.677076e-02
PhysHlth_11-15 -1.158192e-02
PhysHlth_16-20 -1.417189e-02
PhysHlth_21-25 3.158537e-03
PhysHlth_26-30 -1.162961e-01
Education_Never attended school or only kinderg... -1.410454e-04
Education_Elementary -1.032887e-02
Education_Some high school -7.612734e-03
Education_High school graduate -1.128402e-01
Education_Some college or technical school 3.641112e-01
Education_College graduate -2.331884e-01
Income_Less than $10,000 -2.939166e-02
Income_$10,000-$14,999 -5.927603e-03
Income_$15,000-$19,999 -5.360810e-03
Income_$20,000-$24,999 3.259258e-02
Income_$25,000-$34,999 -5.130277e-03
Income_$35,000-$49,999 6.705811e-02
Income_$50,000-$74,999 1.595990e-02
Income_$75,000 or more -6.980023e-02
Sex_Female -1.692847e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -1.692847e-17
Age_65+ -0.000000e+00
PC5 \
HighBP 2.172185e-01
HighChol 2.384185e-01
CholCheck 7.127819e-03
Smoker 8.758182e-02
Stroke 1.061971e-02
HeartDiseaseorAttack 3.403404e-02
PhysActivity 3.383852e-01
Fruits 5.792802e-01
Veggies 3.607370e-01
HvyAlcoholConsump -1.279042e-02
AnyHealthcare -1.250403e-02
NoDocbcCost 3.773648e-02
DiffWalk 9.382445e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 1.322334e-16
GenHlth_Excellent -1.811115e-02
GenHlth_Very good -1.985174e-01
GenHlth_Good 2.284849e-01
GenHlth_Fair -2.633256e-02
GenHlth_Poor 1.447619e-02
MentHlth_0 1.783158e-01
MentHlth_1-5 -9.754761e-02
MentHlth_6-10 -1.243990e-02
MentHlth_11-15 -3.770130e-03
MentHlth_16-20 -5.709526e-03
MentHlth_21-25 -6.066917e-03
MentHlth_26-30 -5.278177e-02
PhysHlth_0 -9.153965e-02
PhysHlth_1-5 3.111255e-02
PhysHlth_6-10 3.114339e-02
PhysHlth_11-15 1.207699e-02
PhysHlth_16-20 2.224586e-02
PhysHlth_21-25 4.012113e-03
PhysHlth_26-30 -9.051250e-03
Education_Never attended school or only kinderg... 2.053840e-03
Education_Elementary 3.518067e-03
Education_Some high school -2.959330e-02
Education_High school graduate 2.094508e-01
Education_Some college or technical school 9.656821e-02
Education_College graduate -2.819976e-01
Income_Less than $10,000 -3.425260e-03
Income_$10,000-$14,999 3.987650e-02
Income_$15,000-$19,999 4.351104e-02
Income_$20,000-$24,999 9.658989e-03
Income_$25,000-$34,999 7.737356e-03
Income_$35,000-$49,999 2.724220e-02
Income_$50,000-$74,999 -2.890229e-02
Income_$75,000 or more -9.569853e-02
Sex_Female 1.245012e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 1.245012e-16
Age_65+ 0.000000e+00
PC6 \
HighBP 3.114489e-01
HighChol 4.952724e-01
CholCheck 1.622003e-02
Smoker -1.942454e-01
Stroke 3.645085e-02
HeartDiseaseorAttack 7.769951e-02
PhysActivity -1.667333e-01
Fruits -8.079210e-02
Veggies -2.141232e-02
HvyAlcoholConsump -2.044424e-03
AnyHealthcare 3.285532e-02
NoDocbcCost -4.057842e-02
DiffWalk 1.093132e-01
BMI_Underweight -4.857226e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 5.971695e-17
GenHlth_Excellent -1.646061e-02
GenHlth_Very good -1.110465e-01
GenHlth_Good 1.421528e-01
GenHlth_Fair -9.585906e-02
GenHlth_Poor 8.121341e-02
MentHlth_0 2.865255e-01
MentHlth_1-5 -2.565717e-01
MentHlth_6-10 -3.945879e-02
MentHlth_11-15 -2.229745e-02
MentHlth_16-20 8.677573e-03
MentHlth_21-25 3.349574e-04
MentHlth_26-30 2.278993e-02
PhysHlth_0 1.440759e-02
PhysHlth_1-5 -1.032771e-01
PhysHlth_6-10 -2.048355e-02
PhysHlth_11-15 -5.212050e-03
PhysHlth_16-20 -5.156594e-03
PhysHlth_21-25 -9.512321e-03
PhysHlth_26-30 1.292341e-01
Education_Never attended school or only kinderg... 2.021785e-03
Education_Elementary 1.384640e-02
Education_Some high school 3.278135e-02
Education_High school graduate -4.471356e-01
Education_Some college or technical school 6.835909e-02
Education_College graduate 3.301270e-01
Income_Less than $10,000 -5.080575e-04
Income_$10,000-$14,999 2.766136e-03
Income_$15,000-$19,999 -4.310616e-02
Income_$20,000-$24,999 -3.822774e-02
Income_$25,000-$34,999 -1.999968e-02
Income_$35,000-$49,999 -3.977401e-02
Income_$50,000-$74,999 1.573793e-02
Income_$75,000 or more 1.231116e-01
Sex_Female 7.280725e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 7.280725e-17
Age_65+ -0.000000e+00
PC7 \
HighBP -1.153498e-01
HighChol 2.091169e-01
CholCheck 3.591835e-03
Smoker 5.042093e-01
Stroke 4.496876e-02
HeartDiseaseorAttack 5.618037e-02
PhysActivity 1.679345e-01
Fruits 2.739076e-02
Veggies 7.326572e-02
HvyAlcoholConsump 1.378494e-02
AnyHealthcare 9.700136e-03
NoDocbcCost 2.576241e-02
DiffWalk -5.840882e-02
BMI_Underweight -8.326673e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -4.533036e-17
GenHlth_Excellent 1.401039e-02
GenHlth_Very good 1.346474e-01
GenHlth_Good -4.099587e-02
GenHlth_Fair -3.919768e-01
GenHlth_Poor 2.843149e-01
MentHlth_0 -2.389582e-01
MentHlth_1-5 1.156014e-01
MentHlth_6-10 -3.787274e-03
MentHlth_11-15 1.506818e-03
MentHlth_16-20 5.376262e-03
MentHlth_21-25 8.223227e-03
MentHlth_26-30 1.120378e-01
PhysHlth_0 3.106312e-01
PhysHlth_1-5 -3.744300e-01
PhysHlth_6-10 -7.934435e-02
PhysHlth_11-15 -3.052067e-02
PhysHlth_16-20 -8.718769e-03
PhysHlth_21-25 -3.720952e-04
PhysHlth_26-30 1.827546e-01
Education_Never attended school or only kinderg... 1.334327e-03
Education_Elementary 7.646882e-03
Education_Some high school 2.014827e-02
Education_High school graduate -3.988254e-02
Education_Some college or technical school -4.465171e-02
Education_College graduate 5.540477e-02
Income_Less than $10,000 2.263658e-02
Income_$10,000-$14,999 1.720143e-02
Income_$15,000-$19,999 2.513161e-03
Income_$20,000-$24,999 -1.599176e-02
Income_$25,000-$34,999 -2.437008e-02
Income_$35,000-$49,999 -5.158413e-02
Income_$50,000-$74,999 -6.788862e-02
Income_$75,000 or more 1.174834e-01
Sex_Female 8.712197e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 8.712197e-17
Age_65+ -0.000000e+00
PC8 \
HighBP 2.239045e-01
HighChol 4.960930e-01
CholCheck 1.533788e-02
Smoker 9.217145e-02
Stroke 1.653089e-04
HeartDiseaseorAttack 2.202425e-02
PhysActivity 3.121958e-01
Fruits -2.703670e-01
Veggies -9.663349e-02
HvyAlcoholConsump 3.032377e-03
AnyHealthcare -1.096005e-02
NoDocbcCost 5.198089e-03
DiffWalk -1.916075e-01
BMI_Underweight -8.326673e-17
BMI_Healthy weight -1.387779e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity 1.379366e-16
GenHlth_Excellent -5.965241e-03
GenHlth_Very good 2.290403e-02
GenHlth_Good -1.356465e-01
GenHlth_Fair 3.983242e-01
GenHlth_Poor -2.796165e-01
MentHlth_0 -1.530418e-01
MentHlth_1-5 2.098944e-01
MentHlth_6-10 1.480446e-02
MentHlth_11-15 8.588891e-03
MentHlth_16-20 1.653454e-03
MentHlth_21-25 2.865147e-03
MentHlth_26-30 -8.476452e-02
PhysHlth_0 1.924199e-01
PhysHlth_1-5 -4.370355e-02
PhysHlth_6-10 5.369071e-02
PhysHlth_11-15 6.067403e-02
PhysHlth_16-20 2.348645e-02
PhysHlth_21-25 7.820012e-03
PhysHlth_26-30 -2.943876e-01
Education_Never attended school or only kinderg... -8.853030e-04
Education_Elementary -7.614066e-03
Education_Some high school -1.597792e-02
Education_High school graduate 2.394667e-02
Education_Some college or technical school 7.152725e-02
Education_College graduate -7.099663e-02
Income_Less than $10,000 -2.084385e-02
Income_$10,000-$14,999 -1.912070e-02
Income_$15,000-$19,999 5.283085e-03
Income_$20,000-$24,999 6.405791e-03
Income_$25,000-$34,999 3.200108e-02
Income_$35,000-$49,999 4.462571e-03
Income_$50,000-$74,999 2.069759e-02
Income_$75,000 or more -2.888557e-02
Sex_Female 1.966317e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 1.966317e-16
Age_65+ -0.000000e+00
PC9 \
HighBP -1.270283e-01
HighChol 7.622791e-02
CholCheck -8.897911e-03
Smoker 6.924942e-01
Stroke -1.837959e-02
HeartDiseaseorAttack -3.225772e-03
PhysActivity -8.275996e-02
Fruits -1.337841e-01
Veggies 5.596322e-02
HvyAlcoholConsump 2.694823e-02
AnyHealthcare 2.517545e-02
NoDocbcCost -1.004388e-01
DiffWalk -6.802019e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -1.718393e-17
GenHlth_Excellent -6.088273e-03
GenHlth_Very good -2.892688e-03
GenHlth_Good 2.921116e-02
GenHlth_Fair 7.363068e-02
GenHlth_Poor -9.386088e-02
MentHlth_0 2.430594e-01
MentHlth_1-5 -1.686918e-01
MentHlth_6-10 -1.038518e-02
MentHlth_11-15 -4.520781e-03
MentHlth_16-20 -1.527005e-02
MentHlth_21-25 4.359043e-03
MentHlth_26-30 -4.855063e-02
PhysHlth_0 -3.109206e-01
PhysHlth_1-5 4.152122e-01
PhysHlth_6-10 -8.916548e-03
PhysHlth_11-15 3.530181e-04
PhysHlth_16-20 -1.132163e-02
PhysHlth_21-25 6.688708e-03
PhysHlth_26-30 -9.109515e-02
Education_Never attended school or only kinderg... -1.685371e-03
Education_Elementary -1.485375e-02
Education_Some high school 1.236991e-02
Education_High school graduate -3.210365e-02
Education_Some college or technical school -6.592580e-02
Education_College graduate 1.021987e-01
Income_Less than $10,000 -2.170567e-02
Income_$10,000-$14,999 6.110310e-03
Income_$15,000-$19,999 -4.180641e-02
Income_$20,000-$24,999 -5.316680e-02
Income_$25,000-$34,999 -2.136653e-02
Income_$35,000-$49,999 -1.103593e-02
Income_$50,000-$74,999 -6.818886e-02
Income_$75,000 or more 2.111599e-01
Sex_Female -2.477682e-18
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -2.477682e-18
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -2.523839e-02 ... 0.0
HighChol 1.114654e-01 ... 0.0
CholCheck 5.189594e-03 ... 0.0
Smoker -2.632664e-01 ... 0.0
Stroke 1.902007e-02 ... 0.0
HeartDiseaseorAttack 2.107109e-02 ... 0.0
PhysActivity 5.527256e-01 ... 0.0
Fruits -3.019079e-01 ... 0.0
Veggies -1.289352e-01 ... 0.0
HvyAlcoholConsump -3.439655e-03 ... 0.0
AnyHealthcare -2.372939e-02 ... 0.0
NoDocbcCost 5.198667e-02 ... 0.0
DiffWalk -5.486304e-02 ... 0.0
BMI_Underweight 6.938894e-17 ... 0.0
BMI_Healthy weight -1.665335e-16 ... 0.0
BMI_Overweight -9.714451e-17 ... 0.0
BMI_Class 1 Obesity -3.469447e-18 ... 0.0
BMI_Class 2 Obesity 4.163336e-17 ... 0.0
BMI_Class 3 Obesity 9.304002e-17 ... 0.0
GenHlth_Excellent 7.221768e-03 ... 0.0
GenHlth_Very good 2.424747e-01 ... 0.0
GenHlth_Good -1.640581e-01 ... 0.0
GenHlth_Fair -3.240700e-01 ... 0.0
GenHlth_Poor 2.384316e-01 ... 0.0
MentHlth_0 9.033750e-02 ... 0.0
MentHlth_1-5 -1.080221e-01 ... 0.0
MentHlth_6-10 -9.792294e-03 ... 0.0
MentHlth_11-15 2.239784e-03 ... 0.0
MentHlth_16-20 -8.058255e-03 ... 0.0
MentHlth_21-25 5.285639e-03 ... 0.0
MentHlth_26-30 2.800970e-02 ... 0.0
PhysHlth_0 -3.220677e-01 ... 0.0
PhysHlth_1-5 2.724345e-01 ... 0.0
PhysHlth_6-10 -1.951151e-02 ... 0.0
PhysHlth_11-15 -2.221364e-02 ... 0.0
PhysHlth_16-20 -6.013809e-03 ... 0.0
PhysHlth_21-25 -7.187635e-03 ... 0.0
PhysHlth_26-30 1.045598e-01 ... 0.0
Education_Never attended school or only kinderg... -2.945644e-04 ... 0.0
Education_Elementary -3.967487e-03 ... 0.0
Education_Some high school -6.992204e-03 ... 0.0
Education_High school graduate 7.764938e-02 ... 0.0
Education_Some college or technical school 5.438662e-02 ... 0.0
Education_College graduate -1.207817e-01 ... 0.0
Income_Less than $10,000 5.273953e-02 ... 0.0
Income_$10,000-$14,999 1.231362e-02 ... 0.0
Income_$15,000-$19,999 6.222779e-03 ... 0.0
Income_$20,000-$24,999 4.436456e-03 ... 0.0
Income_$25,000-$34,999 8.534902e-03 ... 0.0
Income_$35,000-$49,999 -8.602250e-02 ... 0.0
Income_$50,000-$74,999 -4.831536e-02 ... 0.0
Income_$75,000 or more 5.009056e-02 ... 0.0
Sex_Female 1.929892e-16 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 1.0
Age_50-64 1.929892e-16 ... 0.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 \
HighBP 0.0 0.000000e+00
HighChol 0.0 4.079759e-19
CholCheck 0.0 -1.126094e-19
Smoker 0.0 1.322686e-19
Stroke 0.0 -3.239612e-18
HeartDiseaseorAttack 0.0 1.861318e-18
PhysActivity 0.0 1.993033e-19
Fruits 0.0 -7.700879e-20
Veggies 0.0 1.190244e-18
HvyAlcoholConsump 0.0 -1.676621e-19
AnyHealthcare 0.0 1.376599e-19
NoDocbcCost 0.0 4.861032e-21
DiffWalk 0.0 3.250227e-19
BMI_Underweight 0.0 2.667887e-05
BMI_Healthy weight 0.0 -4.387887e-07
BMI_Overweight 0.0 6.554482e-06
BMI_Class 1 Obesity 0.0 -3.145401e-05
BMI_Class 2 Obesity 0.0 -2.196428e-05
BMI_Class 3 Obesity 0.0 1.956900e-05
GenHlth_Excellent 0.0 1.034221e-05
GenHlth_Very good 0.0 1.034221e-05
GenHlth_Good 0.0 1.034221e-05
GenHlth_Fair 0.0 1.034221e-05
GenHlth_Poor 0.0 1.034221e-05
MentHlth_0 0.0 7.942378e-07
MentHlth_1-5 0.0 7.942378e-07
MentHlth_6-10 0.0 7.942378e-07
MentHlth_11-15 0.0 7.942378e-07
MentHlth_16-20 0.0 7.942378e-07
MentHlth_21-25 0.0 7.942378e-07
MentHlth_26-30 0.0 7.942378e-07
PhysHlth_0 0.0 8.272335e-06
PhysHlth_1-5 0.0 8.272335e-06
PhysHlth_6-10 0.0 8.272335e-06
PhysHlth_11-15 0.0 8.272335e-06
PhysHlth_16-20 0.0 8.272335e-06
PhysHlth_21-25 0.0 8.272335e-06
PhysHlth_26-30 0.0 8.272335e-06
Education_Never attended school or only kinderg... 0.0 -4.800287e-07
Education_Elementary 0.0 -4.800287e-07
Education_Some high school 0.0 -4.800287e-07
Education_High school graduate 0.0 -4.800287e-07
Education_Some college or technical school 0.0 -4.800287e-07
Education_College graduate 0.0 -4.800287e-07
Income_Less than $10,000 0.0 9.183969e-08
Income_$10,000-$14,999 0.0 9.183969e-08
Income_$15,000-$19,999 0.0 9.183969e-08
Income_$20,000-$24,999 0.0 9.183969e-08
Income_$25,000-$34,999 0.0 9.183969e-08
Income_$35,000-$49,999 0.0 9.183969e-08
Income_$50,000-$74,999 0.0 9.183969e-08
Income_$75,000 or more 0.0 9.183969e-08
Sex_Female 0.0 -7.070985e-01
Sex_Male 0.0 0.000000e+00
Age_18-29 1.0 0.000000e+00
Age_30-49 0.0 0.000000e+00
Age_50-64 0.0 7.071150e-01
Age_65+ 0.0 0.000000e+00
PC52 \
HighBP 0.000000e+00
HighChol 2.572205e-16
CholCheck 9.686586e-16
Smoker -1.581532e-17
Stroke 7.338773e-17
HeartDiseaseorAttack 1.547200e-16
PhysActivity 2.468365e-16
Fruits 6.602571e-17
Veggies -5.586376e-17
HvyAlcoholConsump 3.504980e-16
AnyHealthcare 1.903001e-16
NoDocbcCost -5.428106e-19
DiffWalk 1.983158e-17
BMI_Underweight -3.606771e-01
BMI_Healthy weight 4.165570e-02
BMI_Overweight 3.403693e-02
BMI_Class 1 Obesity 4.789993e-01
BMI_Class 2 Obesity 2.743782e-01
BMI_Class 3 Obesity -2.033085e-02
GenHlth_Excellent -1.478776e-01
GenHlth_Very good -1.478776e-01
GenHlth_Good -1.478776e-01
GenHlth_Fair -1.478776e-01
GenHlth_Poor -1.478776e-01
MentHlth_0 -1.716038e-02
MentHlth_1-5 -1.716038e-02
MentHlth_6-10 -1.716038e-02
MentHlth_11-15 -1.716038e-02
MentHlth_16-20 -1.716038e-02
MentHlth_21-25 -1.716038e-02
MentHlth_26-30 -1.716038e-02
PhysHlth_0 -1.536775e-01
PhysHlth_1-5 -1.536775e-01
PhysHlth_6-10 -1.536775e-01
PhysHlth_11-15 -1.536775e-01
PhysHlth_16-20 -1.536775e-01
PhysHlth_21-25 -1.536775e-01
PhysHlth_26-30 -1.536775e-01
Education_Never attended school or only kinderg... 8.936349e-02
Education_Elementary 8.936349e-02
Education_Some high school 8.936349e-02
Education_High school graduate 8.936349e-02
Education_Some college or technical school 8.936349e-02
Education_College graduate 8.936349e-02
Income_Less than $10,000 -6.774278e-02
Income_$10,000-$14,999 -6.774278e-02
Income_$15,000-$19,999 -6.774278e-02
Income_$20,000-$24,999 -6.774278e-02
Income_$25,000-$34,999 -6.774278e-02
Income_$35,000-$49,999 -6.774278e-02
Income_$50,000-$74,999 -6.774278e-02
Income_$75,000 or more -6.774278e-02
Sex_Female -3.166886e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -3.166135e-01
Age_65+ 0.000000e+00
PC53 \
HighBP -1.363132e-16
HighChol 5.693602e-17
CholCheck 6.762821e-16
Smoker -9.785289e-17
Stroke -1.916517e-16
HeartDiseaseorAttack 8.106571e-17
PhysActivity 2.224066e-16
Fruits -1.601386e-17
Veggies -8.124834e-17
HvyAlcoholConsump 1.082921e-15
AnyHealthcare 7.850293e-17
NoDocbcCost 2.763823e-17
DiffWalk -7.752248e-17
BMI_Underweight 9.292532e-03
BMI_Healthy weight -2.367411e-04
BMI_Overweight 5.859998e-03
BMI_Class 1 Obesity -7.959095e-03
BMI_Class 2 Obesity -8.605447e-04
BMI_Class 3 Obesity -2.405887e-01
GenHlth_Excellent 2.017013e-01
GenHlth_Very good 2.017013e-01
GenHlth_Good 2.017013e-01
GenHlth_Fair 2.017013e-01
GenHlth_Poor 2.017013e-01
MentHlth_0 2.746528e-01
MentHlth_1-5 2.746528e-01
MentHlth_6-10 2.746528e-01
MentHlth_11-15 2.746528e-01
MentHlth_16-20 2.746528e-01
MentHlth_21-25 2.746528e-01
MentHlth_26-30 2.746528e-01
PhysHlth_0 -6.598771e-02
PhysHlth_1-5 -6.598771e-02
PhysHlth_6-10 -6.598771e-02
PhysHlth_11-15 -6.598771e-02
PhysHlth_16-20 -6.598771e-02
PhysHlth_21-25 -6.598771e-02
PhysHlth_26-30 -6.598771e-02
Education_Never attended school or only kinderg... 1.300072e-02
Education_Elementary 1.300072e-02
Education_Some high school 1.300072e-02
Education_High school graduate 1.300072e-02
Education_Some college or technical school 1.300072e-02
Education_College graduate 1.300072e-02
Income_Less than $10,000 8.732341e-02
Income_$10,000-$14,999 8.732341e-02
Income_$15,000-$19,999 8.732341e-02
Income_$20,000-$24,999 8.732341e-02
Income_$25,000-$34,999 8.732341e-02
Income_$35,000-$49,999 8.732341e-02
Income_$50,000-$74,999 8.732341e-02
Income_$75,000 or more 8.732341e-02
Sex_Female -2.428768e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -2.428768e-01
Age_65+ 0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol 6.173293e-17
CholCheck -7.053416e-16
Smoker -1.254002e-16
Stroke 7.903809e-17
HeartDiseaseorAttack -2.663861e-17
PhysActivity -8.712822e-17
Fruits -8.767928e-17
Veggies 1.504459e-16
HvyAlcoholConsump 2.221357e-16
AnyHealthcare -7.390342e-17
NoDocbcCost 2.411556e-17
DiffWalk -1.319367e-16
BMI_Underweight 4.880172e-01
BMI_Healthy weight 5.009454e-02
BMI_Overweight -3.828955e-01
BMI_Class 1 Obesity 4.639473e-01
BMI_Class 2 Obesity 1.003905e-01
BMI_Class 3 Obesity -1.836831e-01
GenHlth_Excellent 1.493654e-01
GenHlth_Very good 1.493654e-01
GenHlth_Good 1.493654e-01
GenHlth_Fair 1.493654e-01
GenHlth_Poor 1.493654e-01
MentHlth_0 -3.199068e-02
MentHlth_1-5 -3.199068e-02
MentHlth_6-10 -3.199068e-02
MentHlth_11-15 -3.199068e-02
MentHlth_16-20 -3.199068e-02
MentHlth_21-25 -3.199068e-02
MentHlth_26-30 -3.199068e-02
PhysHlth_0 3.407227e-02
PhysHlth_1-5 3.407227e-02
PhysHlth_6-10 3.407227e-02
PhysHlth_11-15 3.407227e-02
PhysHlth_16-20 3.407227e-02
PhysHlth_21-25 3.407227e-02
PhysHlth_26-30 3.407227e-02
Education_Never attended school or only kinderg... 1.280148e-01
Education_Elementary 1.280148e-01
Education_Some high school 1.280148e-01
Education_High school graduate 1.280148e-01
Education_Some college or technical school 1.280148e-01
Education_College graduate 1.280148e-01
Income_Less than $10,000 -1.186929e-01
Income_$10,000-$14,999 -1.186929e-01
Income_$15,000-$19,999 -1.186929e-01
Income_$20,000-$24,999 -1.186929e-01
Income_$25,000-$34,999 -1.186929e-01
Income_$35,000-$49,999 -1.186929e-01
Income_$50,000-$74,999 -1.186929e-01
Income_$75,000 or more -1.186929e-01
Sex_Female 8.883950e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 8.883862e-02
Age_65+ 0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol 8.745498e-17
CholCheck -9.003362e-16
Smoker 5.265096e-17
Stroke 1.629489e-16
HeartDiseaseorAttack -3.211366e-17
PhysActivity 1.157365e-16
Fruits 9.343528e-18
Veggies -1.584203e-16
HvyAlcoholConsump -9.176942e-16
AnyHealthcare -3.152029e-17
NoDocbcCost -5.550417e-17
DiffWalk 7.929621e-17
BMI_Underweight -7.273375e-02
BMI_Healthy weight 1.320348e-01
BMI_Overweight 4.953380e-01
BMI_Class 1 Obesity 2.991885e-01
BMI_Class 2 Obesity 2.589958e-01
BMI_Class 3 Obesity -4.108236e-01
GenHlth_Excellent 8.528253e-02
GenHlth_Very good 8.528253e-02
GenHlth_Good 8.528253e-02
GenHlth_Fair 8.528253e-02
GenHlth_Poor 8.528253e-02
MentHlth_0 -1.092250e-01
MentHlth_1-5 -1.092250e-01
MentHlth_6-10 -1.092250e-01
MentHlth_11-15 -1.092250e-01
MentHlth_16-20 -1.092250e-01
MentHlth_21-25 -1.092250e-01
MentHlth_26-30 -1.092250e-01
PhysHlth_0 1.565896e-01
PhysHlth_1-5 1.565896e-01
PhysHlth_6-10 1.565896e-01
PhysHlth_11-15 1.565896e-01
PhysHlth_16-20 1.565896e-01
PhysHlth_21-25 1.565896e-01
PhysHlth_26-30 1.565896e-01
Education_Never attended school or only kinderg... -4.272146e-02
Education_Elementary -4.272146e-02
Education_Some high school -4.272146e-02
Education_High school graduate -4.272146e-02
Education_Some college or technical school -4.272146e-02
Education_College graduate -4.272146e-02
Income_Less than $10,000 1.115064e-01
Income_$10,000-$14,999 1.115064e-01
Income_$15,000-$19,999 1.115064e-01
Income_$20,000-$24,999 1.115064e-01
Income_$25,000-$34,999 1.115064e-01
Income_$35,000-$49,999 1.115064e-01
Income_$50,000-$74,999 1.115064e-01
Income_$75,000 or more 1.115064e-01
Sex_Female -4.801494e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 -4.800135e-02
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol 1.749100e-16
CholCheck 2.750524e-16
Smoker 9.456094e-17
Stroke -6.031002e-17
HeartDiseaseorAttack 1.024920e-16
PhysActivity 4.576415e-18
Fruits -3.151112e-18
Veggies 1.168686e-16
HvyAlcoholConsump -5.200545e-16
AnyHealthcare -1.581865e-17
NoDocbcCost -1.549285e-16
DiffWalk -1.717961e-17
BMI_Underweight 8.416272e-02
BMI_Healthy weight 7.134755e-01
BMI_Overweight 1.963112e-01
BMI_Class 1 Obesity -2.978692e-01
BMI_Class 2 Obesity -8.944234e-02
BMI_Class 3 Obesity -3.836572e-01
GenHlth_Excellent -9.686254e-02
GenHlth_Very good -9.686254e-02
GenHlth_Good -9.686254e-02
GenHlth_Fair -9.686254e-02
GenHlth_Poor -9.686254e-02
MentHlth_0 4.783794e-02
MentHlth_1-5 4.783794e-02
MentHlth_6-10 4.783794e-02
MentHlth_11-15 4.783794e-02
MentHlth_16-20 4.783794e-02
MentHlth_21-25 4.783794e-02
MentHlth_26-30 4.783794e-02
PhysHlth_0 -2.683207e-02
PhysHlth_1-5 -2.683207e-02
PhysHlth_6-10 -2.683207e-02
PhysHlth_11-15 -2.683207e-02
PhysHlth_16-20 -2.683207e-02
PhysHlth_21-25 -2.683207e-02
PhysHlth_26-30 -2.683207e-02
Education_Never attended school or only kinderg... 5.852584e-02
Education_Elementary 5.852584e-02
Education_Some high school 5.852584e-02
Education_High school graduate 5.852584e-02
Education_Some college or technical school 5.852584e-02
Education_College graduate 5.852584e-02
Income_Less than $10,000 -1.154710e-01
Income_$10,000-$14,999 -1.154710e-01
Income_$15,000-$19,999 -1.154710e-01
Income_$20,000-$24,999 -1.154710e-01
Income_$25,000-$34,999 -1.154710e-01
Income_$35,000-$49,999 -1.154710e-01
Income_$50,000-$74,999 -1.154710e-01
Income_$75,000 or more -1.154710e-01
Sex_Female 5.577616e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 5.577416e-02
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol -8.231057e-17 -0.000000e+00
CholCheck -3.323908e-16 8.179530e-16
Smoker -3.804584e-17 -1.853893e-17
Stroke 1.193162e-16 1.740558e-16
HeartDiseaseorAttack -2.681627e-16 -1.220854e-16
PhysActivity -1.262576e-16 8.612751e-17
Fruits -5.430349e-17 -7.854215e-17
Veggies 7.843793e-17 1.617892e-16
HvyAlcoholConsump 2.509962e-16 9.254864e-16
AnyHealthcare -3.150796e-17 -5.138249e-17
NoDocbcCost -1.675059e-17 -1.130770e-16
DiffWalk 7.015434e-17 -8.175021e-17
BMI_Underweight -3.361847e-02 7.517221e-01
BMI_Healthy weight -8.522347e-04 -1.557270e-02
BMI_Overweight 2.589511e-01 2.341011e-01
BMI_Class 1 Obesity 5.290113e-01 5.747527e-02
BMI_Class 2 Obesity -4.862204e-01 2.546539e-01
BMI_Class 3 Obesity 1.496924e-01 1.406301e-01
GenHlth_Excellent -8.297327e-02 -1.634511e-01
GenHlth_Very good -8.297327e-02 -1.634511e-01
GenHlth_Good -8.297327e-02 -1.634511e-01
GenHlth_Fair -8.297327e-02 -1.634511e-01
GenHlth_Poor -8.297327e-02 -1.634511e-01
MentHlth_0 1.480266e-01 3.463949e-02
MentHlth_1-5 1.480266e-01 3.463949e-02
MentHlth_6-10 1.480266e-01 3.463949e-02
MentHlth_11-15 1.480266e-01 3.463949e-02
MentHlth_16-20 1.480266e-01 3.463949e-02
MentHlth_21-25 1.480266e-01 3.463949e-02
MentHlth_26-30 1.480266e-01 3.463949e-02
PhysHlth_0 9.569562e-02 -7.855292e-02
PhysHlth_1-5 9.569562e-02 -7.855292e-02
PhysHlth_6-10 9.569562e-02 -7.855292e-02
PhysHlth_11-15 9.569562e-02 -7.855292e-02
PhysHlth_16-20 9.569562e-02 -7.855292e-02
PhysHlth_21-25 9.569562e-02 -7.855292e-02
PhysHlth_26-30 9.569562e-02 -7.855292e-02
Education_Never attended school or only kinderg... -1.027236e-01 -8.812934e-02
Education_Elementary -1.027236e-01 -8.812934e-02
Education_Some high school -1.027236e-01 -8.812934e-02
Education_High school graduate -1.027236e-01 -8.812934e-02
Education_Some college or technical school -1.027236e-01 -8.812934e-02
Education_College graduate -1.027236e-01 -8.812934e-02
Income_Less than $10,000 -8.270176e-02 7.469504e-02
Income_$10,000-$14,999 -8.270176e-02 7.469504e-02
Income_$15,000-$19,999 -8.270176e-02 7.469504e-02
Income_$20,000-$24,999 -8.270176e-02 7.469504e-02
Income_$25,000-$34,999 -8.270176e-02 7.469504e-02
Income_$35,000-$49,999 -8.270176e-02 7.469504e-02
Income_$50,000-$74,999 -8.270176e-02 7.469504e-02
Income_$75,000 or more -8.270176e-02 7.469504e-02
Sex_Female 1.077122e-01 -8.811485e-02
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 1.077095e-01 -8.811908e-02
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_36:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 1.222478 0.446182 -0.593897 0.001449 0.048112 -0.129083 0.526057
1 0.719487 -0.987741 -0.512452 -0.419915 -0.823903 0.700768 -0.120687
2 -1.129592 0.743443 -0.451684 0.071548 0.824101 -0.425209 -0.216126
3 -1.309606 0.122341 -0.573423 0.067999 -0.131149 1.091004 0.229955
4 0.253212 -0.224536 -0.679895 0.133391 -0.985270 -0.892180 -0.997132
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.021963 0.265320 0.081142 ... 0.0 0.0 0.0 -6.661338e-16
1 0.331799 -0.117284 -0.345846 ... 0.0 0.0 0.0 -2.220446e-16
2 -0.212665 -0.551027 -0.157569 ... 0.0 0.0 0.0 2.220446e-16
3 0.425503 0.015483 0.193486 ... 0.0 0.0 0.0 0.000000e+00
4 0.469575 0.190550 0.092792 ... 0.0 0.0 0.0 -4.440892e-16
PC53 PC54 PC55 PC56 PC57 \
0 2.220446e-16 -2.775558e-16 -5.551115e-17 7.771561e-16 6.106227e-16
1 -2.220446e-16 1.665335e-16 0.000000e+00 -1.110223e-16 3.330669e-16
2 1.665335e-16 -5.551115e-17 0.000000e+00 -2.220446e-16 -1.110223e-16
3 5.551115e-17 1.110223e-16 1.110223e-16 0.000000e+00 0.000000e+00
4 -5.551115e-17 -1.110223e-16 0.000000e+00 -4.440892e-16 1.110223e-16
PC58
0 -1.665335e-16
1 2.220446e-16
2 0.000000e+00
3 1.110223e-16
4 -1.110223e-16
[5 rows x 58 columns]
For Subset_36, retain 27 components to explain 90% of the variance.
Subset Subset_37 is empty, skipping PCA.
Explained Variance for Subset_38:
[1.15212259e-01 7.40915294e-02 6.45942070e-02 5.94187724e-02
5.67850528e-02 5.28130061e-02 4.70174927e-02 4.53514326e-02
4.11123283e-02 3.90632318e-02 3.77620594e-02 3.47040111e-02
3.37453214e-02 2.94300680e-02 2.54957908e-02 2.36066141e-02
2.18419679e-02 1.99467393e-02 1.83504790e-02 1.71930754e-02
1.65358633e-02 1.37533504e-02 1.26285016e-02 1.23641474e-02
1.11380091e-02 1.02801949e-02 9.97443228e-03 7.65853193e-03
7.01560280e-03 6.50541742e-03 6.44184892e-03 5.62201153e-03
4.59650129e-03 4.41991236e-03 3.78608794e-03 3.39711692e-03
1.85186871e-03 1.79904051e-03 1.78768164e-03 8.14969317e-04
9.34712846e-05 1.04208931e-17 1.02991738e-17 4.35824503e-18
2.65166712e-18 3.61067159e-19 8.54058156e-22 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_38:
[0.11521226 0.18930379 0.253898 0.31331677 0.37010182 0.42291483
0.46993232 0.51528375 0.55639608 0.59545931 0.63322137 0.66792538
0.7016707 0.73110077 0.75659656 0.78020318 0.80204514 0.82199188
0.84034236 0.85753544 0.8740713 0.88782465 0.90045315 0.9128173
0.92395531 0.93423551 0.94420994 0.95186847 0.95888407 0.96538949
0.97183134 0.97745335 0.98204985 0.98646976 0.99025585 0.99365297
0.99550484 0.99730388 0.99909156 0.99990653 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_38:
PC1 \
HighBP -3.098013e-01
HighChol -2.000996e-01
CholCheck -8.393679e-03
Smoker -1.374451e-01
Stroke -6.823674e-02
HeartDiseaseorAttack -1.264580e-01
PhysActivity 2.446545e-01
Fruits 1.552585e-01
Veggies 1.390755e-01
HvyAlcoholConsump 3.404681e-02
AnyHealthcare 5.754042e-03
NoDocbcCost -3.212150e-02
DiffWalk -2.511422e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight -1.801651e-19
BMI_Overweight -5.169879e-26
BMI_Class 1 Obesity 6.462349e-27
BMI_Class 2 Obesity -8.077936e-28
BMI_Class 3 Obesity -4.038968e-28
GenHlth_Excellent 2.454178e-01
GenHlth_Very good 1.882004e-01
GenHlth_Good -1.902641e-01
GenHlth_Fair -1.595912e-01
GenHlth_Poor -8.376281e-02
MentHlth_0 1.599394e-01
MentHlth_1-5 -5.884367e-02
MentHlth_6-10 -2.803254e-02
MentHlth_11-15 -1.994855e-02
MentHlth_16-20 -8.337309e-03
MentHlth_21-25 -2.796253e-03
MentHlth_26-30 -4.198103e-02
PhysHlth_0 3.200076e-01
PhysHlth_1-5 -8.093535e-02
PhysHlth_6-10 -4.607755e-02
PhysHlth_11-15 -3.631640e-02
PhysHlth_16-20 -1.922320e-02
PhysHlth_21-25 -9.181812e-03
PhysHlth_26-30 -1.282733e-01
Education_Never attended school or only kinderg... -2.860164e-04
Education_Elementary -1.657986e-02
Education_Some high school -3.942802e-02
Education_High school graduate -2.490898e-01
Education_Some college or technical school -1.004367e-01
Education_College graduate 4.058204e-01
Income_Less than $10,000 -3.689846e-02
Income_$10,000-$14,999 -6.640674e-02
Income_$15,000-$19,999 -8.190233e-02
Income_$20,000-$24,999 -8.318090e-02
Income_$25,000-$34,999 -5.321800e-02
Income_$35,000-$49,999 2.448932e-04
Income_$50,000-$74,999 6.701422e-02
Income_$75,000 or more 2.543473e-01
Sex_Female -1.801652e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -1.801652e-19
PC2 \
HighBP -2.022263e-02
HighChol 8.807865e-02
CholCheck 5.338792e-03
Smoker 8.032122e-03
Stroke 2.881761e-02
HeartDiseaseorAttack 4.363720e-02
PhysActivity -2.808934e-02
Fruits 6.482424e-02
Veggies 5.609529e-02
HvyAlcoholConsump 2.177665e-02
AnyHealthcare 1.345877e-04
NoDocbcCost 1.457639e-02
DiffWalk 1.454530e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 6.886333e-19
BMI_Overweight -5.421011e-20
BMI_Class 1 Obesity -2.710505e-20
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 1.694066e-21
GenHlth_Excellent 2.655862e-02
GenHlth_Very good -2.294330e-01
GenHlth_Good 5.325397e-02
GenHlth_Fair 9.479940e-02
GenHlth_Poor 5.482097e-02
MentHlth_0 -2.980320e-01
MentHlth_1-5 1.983348e-01
MentHlth_6-10 3.087435e-02
MentHlth_11-15 1.814743e-02
MentHlth_16-20 8.538069e-03
MentHlth_21-25 3.339817e-03
MentHlth_26-30 3.879749e-02
PhysHlth_0 -4.800591e-01
PhysHlth_1-5 2.583976e-01
PhysHlth_6-10 5.468999e-02
PhysHlth_11-15 3.458395e-02
PhysHlth_16-20 1.656210e-02
PhysHlth_21-25 8.407704e-03
PhysHlth_26-30 1.074178e-01
Education_Never attended school or only kinderg... -1.675972e-04
Education_Elementary 2.502877e-03
Education_Some high school 1.724256e-03
Education_High school graduate -2.967464e-01
Education_Some college or technical school -2.094677e-01
Education_College graduate 5.021546e-01
Income_Less than $10,000 1.866108e-03
Income_$10,000-$14,999 -5.245068e-03
Income_$15,000-$19,999 -3.590802e-02
Income_$20,000-$24,999 -4.958868e-02
Income_$25,000-$34,999 -7.431749e-02
Income_$35,000-$49,999 -7.384631e-02
Income_$50,000-$74,999 1.960169e-02
Income_$75,000 or more 2.174378e-01
Sex_Female 3.085577e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 3.085577e-19
PC3 \
HighBP 5.912385e-02
HighChol 1.939162e-01
CholCheck 9.311458e-03
Smoker 9.765603e-02
Stroke -9.538557e-05
HeartDiseaseorAttack -1.214991e-02
PhysActivity 4.333971e-02
Fruits -8.582918e-03
Veggies 2.487968e-02
HvyAlcoholConsump 2.064534e-02
AnyHealthcare 7.356535e-04
NoDocbcCost -5.055561e-04
DiffWalk -2.040292e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 1.749843e-18
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 2.168404e-19
GenHlth_Excellent -3.594088e-01
GenHlth_Very good 7.441004e-01
GenHlth_Good -3.900461e-01
GenHlth_Fair -3.177142e-04
GenHlth_Poor 5.672197e-03
MentHlth_0 -1.685078e-01
MentHlth_1-5 1.346599e-01
MentHlth_6-10 1.343695e-02
MentHlth_11-15 7.892203e-03
MentHlth_16-20 2.383980e-03
MentHlth_21-25 1.901985e-03
MentHlth_26-30 8.232788e-03
PhysHlth_0 -1.477756e-01
PhysHlth_1-5 1.260344e-01
PhysHlth_6-10 7.702974e-03
PhysHlth_11-15 6.342141e-03
PhysHlth_16-20 2.235477e-03
PhysHlth_21-25 -1.489226e-05
PhysHlth_26-30 5.475551e-03
Education_Never attended school or only kinderg... -3.608458e-05
Education_Elementary -5.854361e-03
Education_Some high school -9.722069e-03
Education_High school graduate -9.736012e-02
Education_Some college or technical school 1.058501e-01
Education_College graduate 7.122569e-03
Income_Less than $10,000 -1.389354e-02
Income_$10,000-$14,999 -1.545098e-02
Income_$15,000-$19,999 -1.952871e-02
Income_$20,000-$24,999 -2.605726e-02
Income_$25,000-$34,999 1.337272e-02
Income_$35,000-$49,999 4.681381e-02
Income_$50,000-$74,999 3.133352e-02
Income_$75,000 or more -1.658958e-02
Sex_Female 1.540331e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.540331e-19
PC4 \
HighBP -2.790587e-01
HighChol -2.607766e-01
CholCheck -1.496544e-02
Smoker 2.141113e-01
Stroke -4.175809e-03
HeartDiseaseorAttack -2.416369e-02
PhysActivity 8.134289e-03
Fruits 3.035381e-03
Veggies 3.704147e-02
HvyAlcoholConsump 2.384362e-02
AnyHealthcare 8.631431e-04
NoDocbcCost 6.926747e-03
DiffWalk 3.006007e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 1.622813e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 3.469447e-18
BMI_Class 2 Obesity -8.673617e-19
BMI_Class 3 Obesity 4.336809e-19
GenHlth_Excellent 1.380968e-01
GenHlth_Very good -1.242485e-01
GenHlth_Good -4.877939e-02
GenHlth_Fair 2.097451e-02
GenHlth_Poor 1.395654e-02
MentHlth_0 -9.590670e-02
MentHlth_1-5 5.962191e-02
MentHlth_6-10 7.372473e-03
MentHlth_11-15 9.616087e-03
MentHlth_16-20 3.102358e-03
MentHlth_21-25 2.227619e-03
MentHlth_26-30 1.396625e-02
PhysHlth_0 -1.215038e-01
PhysHlth_1-5 6.914191e-02
PhysHlth_6-10 4.748272e-03
PhysHlth_11-15 1.224015e-02
PhysHlth_16-20 2.999466e-03
PhysHlth_21-25 5.826423e-04
PhysHlth_26-30 3.179131e-02
Education_Never attended school or only kinderg... -8.676516e-05
Education_Elementary -4.856233e-03
Education_Some high school -9.936011e-04
Education_High school graduate -4.322533e-01
Education_Some college or technical school 6.923946e-01
Education_College graduate -2.542046e-01
Income_Less than $10,000 -6.308069e-03
Income_$10,000-$14,999 -1.156486e-02
Income_$15,000-$19,999 -2.638862e-02
Income_$20,000-$24,999 -3.750889e-03
Income_$25,000-$34,999 -3.041916e-03
Income_$35,000-$49,999 2.331599e-02
Income_$50,000-$74,999 2.796191e-02
Income_$75,000 or more -2.235565e-04
Sex_Female 9.187485e-20
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 9.187485e-20
PC5 \
HighBP 4.810230e-01
HighChol 5.450273e-01
CholCheck 2.338498e-02
Smoker -8.089995e-02
Stroke 1.723882e-02
HeartDiseaseorAttack 6.046998e-02
PhysActivity 1.361317e-01
Fruits 1.257998e-01
Veggies 9.423183e-02
HvyAlcoholConsump 1.065377e-02
AnyHealthcare 6.359587e-03
NoDocbcCost -1.564217e-02
DiffWalk -7.081509e-02
BMI_Underweight -1.387779e-17
BMI_Healthy weight 2.955693e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.887650e-02
GenHlth_Very good -7.281835e-02
GenHlth_Good 2.492942e-01
GenHlth_Fair -7.209451e-02
GenHlth_Poor -4.550485e-02
MentHlth_0 1.819115e-01
MentHlth_1-5 -1.088296e-01
MentHlth_6-10 -2.342343e-02
MentHlth_11-15 -1.122978e-02
MentHlth_16-20 -3.582379e-03
MentHlth_21-25 -1.248948e-03
MentHlth_26-30 -3.359740e-02
PhysHlth_0 1.541762e-01
PhysHlth_1-5 -5.438717e-02
PhysHlth_6-10 -1.439933e-02
PhysHlth_11-15 -1.366627e-02
PhysHlth_16-20 -7.851895e-03
PhysHlth_21-25 -4.592486e-03
PhysHlth_26-30 -5.927902e-02
Education_Never attended school or only kinderg... -1.358787e-04
Education_Elementary 3.432558e-03
Education_Some high school -6.865935e-03
Education_High school graduate -3.825344e-01
Education_Some college or technical school 3.011481e-01
Education_College graduate 8.495554e-02
Income_Less than $10,000 -1.335488e-02
Income_$10,000-$14,999 -2.724948e-02
Income_$15,000-$19,999 -3.173187e-02
Income_$20,000-$24,999 -2.920902e-02
Income_$25,000-$34,999 -3.298132e-02
Income_$35,000-$49,999 1.187796e-02
Income_$50,000-$74,999 4.757302e-02
Income_$75,000 or more 7.507560e-02
Sex_Female -3.054383e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -3.054383e-19
PC6 \
HighBP 5.186175e-02
HighChol 1.835112e-01
CholCheck -4.508564e-03
Smoker 7.827350e-01
Stroke 1.913093e-02
HeartDiseaseorAttack 3.544496e-02
PhysActivity -1.145119e-01
Fruits -2.890792e-01
Veggies -8.753035e-02
HvyAlcoholConsump 9.957211e-02
AnyHealthcare 1.490120e-03
NoDocbcCost 5.476175e-03
DiffWalk 5.219156e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -1.599805e-16
BMI_Overweight -1.110223e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.644650e-01
GenHlth_Very good -5.946031e-02
GenHlth_Good -1.949304e-01
GenHlth_Fair 5.720795e-02
GenHlth_Poor 3.271773e-02
MentHlth_0 3.353591e-02
MentHlth_1-5 -5.697612e-02
MentHlth_6-10 3.944816e-03
MentHlth_11-15 5.163964e-04
MentHlth_16-20 1.953045e-03
MentHlth_21-25 -3.755065e-05
MentHlth_26-30 1.706350e-02
PhysHlth_0 2.099857e-01
PhysHlth_1-5 -2.149275e-01
PhysHlth_6-10 -2.365423e-02
PhysHlth_11-15 -6.731511e-03
PhysHlth_16-20 -2.547840e-04
PhysHlth_21-25 2.667674e-04
PhysHlth_26-30 3.531558e-02
Education_Never attended school or only kinderg... 9.154328e-05
Education_Elementary -1.867517e-03
Education_Some high school 2.547963e-02
Education_High school graduate -4.564580e-02
Education_Some college or technical school -1.173719e-01
Education_College graduate 1.393140e-01
Income_Less than $10,000 2.975244e-03
Income_$10,000-$14,999 1.240779e-02
Income_$15,000-$19,999 -5.592618e-03
Income_$20,000-$24,999 -3.777093e-02
Income_$25,000-$34,999 -3.338395e-02
Income_$35,000-$49,999 -5.101819e-02
Income_$50,000-$74,999 -3.036591e-02
Income_$75,000 or more 1.427486e-01
Sex_Female 5.530864e-20
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 5.530864e-20
PC7 \
HighBP 1.602474e-01
HighChol -2.581301e-01
CholCheck 4.519811e-03
Smoker 3.595450e-02
Stroke 2.626560e-02
HeartDiseaseorAttack 4.846506e-02
PhysActivity -1.450150e-01
Fruits 6.632326e-02
Veggies -1.111376e-02
HvyAlcoholConsump -2.664549e-03
AnyHealthcare 2.016166e-03
NoDocbcCost -1.248657e-03
DiffWalk 1.492442e-01
BMI_Underweight 1.387779e-16
BMI_Healthy weight 5.896852e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.571234e-02
GenHlth_Very good 7.497344e-02
GenHlth_Good -1.767079e-01
GenHlth_Fair 1.048526e-01
GenHlth_Poor 5.259428e-02
MentHlth_0 6.177276e-01
MentHlth_1-5 -4.987428e-01
MentHlth_6-10 -4.592488e-02
MentHlth_11-15 -2.471442e-02
MentHlth_16-20 -8.986076e-03
MentHlth_21-25 -4.731375e-03
MentHlth_26-30 -3.462804e-02
PhysHlth_0 -3.296772e-01
PhysHlth_1-5 1.592500e-01
PhysHlth_6-10 3.446184e-02
PhysHlth_11-15 1.885613e-02
PhysHlth_16-20 6.413403e-03
PhysHlth_21-25 5.567363e-03
PhysHlth_26-30 1.051284e-01
Education_Never attended school or only kinderg... 6.910525e-05
Education_Elementary 7.877174e-03
Education_Some high school 1.836192e-02
Education_High school graduate -9.381351e-02
Education_Some college or technical school -1.365831e-02
Education_College graduate 8.116362e-02
Income_Less than $10,000 1.132041e-02
Income_$10,000-$14,999 1.133016e-02
Income_$15,000-$19,999 8.343885e-04
Income_$20,000-$24,999 -1.343081e-02
Income_$25,000-$34,999 -7.759768e-04
Income_$35,000-$49,999 -7.381484e-03
Income_$50,000-$74,999 -4.705244e-02
Income_$75,000 or more 4.515576e-02
Sex_Female -7.232621e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -7.232621e-19
PC8 \
HighBP -9.485062e-02
HighChol -2.124488e-01
CholCheck -2.624514e-03
Smoker 4.422024e-01
Stroke -2.958444e-02
HeartDiseaseorAttack -5.441619e-02
PhysActivity 1.710482e-01
Fruits 2.869740e-02
Veggies 6.033365e-02
HvyAlcoholConsump 3.417831e-02
AnyHealthcare -1.614369e-04
NoDocbcCost -1.682906e-02
DiffWalk -1.764324e-01
BMI_Underweight 2.359224e-16
BMI_Healthy weight 6.224760e-17
BMI_Overweight -8.326673e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent -3.619471e-01
GenHlth_Very good 1.048997e-01
GenHlth_Good 5.984619e-01
GenHlth_Fair -2.503153e-01
GenHlth_Poor -9.109919e-02
MentHlth_0 8.707172e-02
MentHlth_1-5 -1.502510e-02
MentHlth_6-10 -1.673421e-02
MentHlth_11-15 -1.439907e-02
MentHlth_16-20 -3.555136e-03
MentHlth_21-25 -1.510284e-03
MentHlth_26-30 -3.584792e-02
PhysHlth_0 -7.034448e-02
PhysHlth_1-5 2.246871e-01
PhysHlth_6-10 1.071597e-02
PhysHlth_11-15 -1.192724e-02
PhysHlth_16-20 -1.448057e-02
PhysHlth_21-25 -6.749192e-03
PhysHlth_26-30 -1.319016e-01
Education_Never attended school or only kinderg... -2.273423e-04
Education_Elementary -1.678959e-02
Education_Some high school -2.372570e-02
Education_High school graduate 4.093632e-02
Education_Some college or technical school -7.816791e-02
Education_College graduate 7.797422e-02
Income_Less than $10,000 -2.453924e-02
Income_$10,000-$14,999 -2.604729e-02
Income_$15,000-$19,999 -2.853159e-02
Income_$20,000-$24,999 4.503498e-03
Income_$25,000-$34,999 3.767126e-02
Income_$35,000-$49,999 6.095189e-02
Income_$50,000-$74,999 3.199977e-02
Income_$75,000 or more -5.600829e-02
Sex_Female -2.732256e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -2.732256e-19
PC9 \
HighBP -5.162836e-01
HighChol 5.924412e-01
CholCheck 5.776827e-04
Smoker 2.999307e-02
Stroke -2.916775e-02
HeartDiseaseorAttack -4.413850e-02
PhysActivity 1.598356e-01
Fruits -6.178124e-02
Veggies -4.868055e-03
HvyAlcoholConsump -2.343805e-02
AnyHealthcare 4.817539e-04
NoDocbcCost -2.914410e-03
DiffWalk -1.373382e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight -1.607311e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent 1.854588e-01
GenHlth_Very good -7.424845e-02
GenHlth_Good -6.175302e-02
GenHlth_Fair -2.970507e-02
GenHlth_Poor -1.975224e-02
MentHlth_0 2.187026e-01
MentHlth_1-5 -1.506959e-01
MentHlth_6-10 -2.273921e-02
MentHlth_11-15 -1.056934e-02
MentHlth_16-20 -5.228944e-03
MentHlth_21-25 -1.534394e-03
MentHlth_26-30 -2.793472e-02
PhysHlth_0 -2.468638e-01
PhysHlth_1-5 2.597600e-01
PhysHlth_6-10 1.567544e-02
PhysHlth_11-15 1.311378e-03
PhysHlth_16-20 -4.278126e-03
PhysHlth_21-25 -8.996616e-04
PhysHlth_26-30 -2.470524e-02
Education_Never attended school or only kinderg... -1.479961e-04
Education_Elementary -1.429430e-02
Education_Some high school -3.505804e-02
Education_High school graduate 1.776785e-01
Education_Some college or technical school -7.892591e-03
Education_College graduate -1.202856e-01
Income_Less than $10,000 -1.221251e-02
Income_$10,000-$14,999 -1.654967e-02
Income_$15,000-$19,999 -1.927363e-02
Income_$20,000-$24,999 -1.627536e-02
Income_$25,000-$34,999 3.574392e-02
Income_$35,000-$49,999 -1.220560e-02
Income_$50,000-$74,999 1.485272e-01
Income_$75,000 or more -1.077544e-01
Sex_Female -4.095533e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -4.095533e-19
PC10 ... PC49 \
HighBP 1.606447e-01 ... 0.0
HighChol -1.628558e-02 ... 0.0
CholCheck 8.105093e-03 ... 0.0
Smoker 3.071078e-01 ... 0.0
Stroke 1.921382e-02 ... 0.0
HeartDiseaseorAttack 4.847583e-02 ... 0.0
PhysActivity 2.047052e-01 ... 0.0
Fruits 7.479495e-01 ... 0.0
Veggies 3.261807e-01 ... 0.0
HvyAlcoholConsump -2.069089e-03 ... 0.0
AnyHealthcare 4.639642e-03 ... 0.0
NoDocbcCost -2.230826e-03 ... 0.0
DiffWalk 3.593955e-02 ... 0.0
BMI_Underweight 5.551115e-17 ... 0.0
BMI_Healthy weight 2.288796e-17 ... 0.0
BMI_Overweight 3.469447e-17 ... 0.0
BMI_Class 1 Obesity 5.551115e-17 ... 0.0
BMI_Class 2 Obesity 0.000000e+00 ... 0.0
BMI_Class 3 Obesity -1.387779e-17 ... 0.0
GenHlth_Excellent 1.706047e-01 ... 0.0
GenHlth_Very good -7.649770e-02 ... 0.0
GenHlth_Good -1.812985e-01 ... 0.0
GenHlth_Fair 6.788118e-02 ... 0.0
GenHlth_Poor 1.931038e-02 ... 0.0
MentHlth_0 -6.796935e-02 ... 0.0
MentHlth_1-5 5.153924e-02 ... 0.0
MentHlth_6-10 1.090303e-02 ... 0.0
MentHlth_11-15 1.962425e-03 ... 0.0
MentHlth_16-20 -1.629695e-04 ... 0.0
MentHlth_21-25 -1.294010e-03 ... 0.0
MentHlth_26-30 5.021637e-03 ... 0.0
PhysHlth_0 -4.479434e-02 ... 0.0
PhysHlth_1-5 -1.470573e-02 ... 0.0
PhysHlth_6-10 1.282244e-02 ... 0.0
PhysHlth_11-15 1.363180e-02 ... 0.0
PhysHlth_16-20 6.143747e-03 ... 0.0
PhysHlth_21-25 1.576721e-03 ... 0.0
PhysHlth_26-30 2.532537e-02 ... 0.0
Education_Never attended school or only kinderg... -1.028122e-03 ... 0.0
Education_Elementary -1.471951e-02 ... 0.0
Education_Some high school -3.321574e-02 ... 0.0
Education_High school graduate 2.116962e-01 ... 0.0
Education_Some college or technical school -5.405401e-02 ... 0.0
Education_College graduate -1.086788e-01 ... 0.0
Income_Less than $10,000 -1.279163e-02 ... 0.0
Income_$10,000-$14,999 -1.704666e-03 ... 0.0
Income_$15,000-$19,999 1.849420e-02 ... 0.0
Income_$20,000-$24,999 1.494801e-02 ... 0.0
Income_$25,000-$34,999 3.713917e-02 ... 0.0
Income_$35,000-$49,999 1.802279e-02 ... 0.0
Income_$50,000-$74,999 5.844381e-02 ... 0.0
Income_$75,000 or more -1.325517e-01 ... 0.0
Sex_Female 2.066741e-19 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 2.066741e-19 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 -0.000000e+00
HighChol 0.0 0.0 5.640911e-23
CholCheck 0.0 0.0 -4.411071e-22
Smoker 0.0 0.0 -4.289174e-22
Stroke 0.0 0.0 -7.327825e-21
HeartDiseaseorAttack 0.0 0.0 -1.237827e-20
PhysActivity 0.0 0.0 4.768069e-21
Fruits 0.0 0.0 1.530496e-21
Veggies 0.0 0.0 4.610708e-22
HvyAlcoholConsump 0.0 0.0 -3.898888e-22
AnyHealthcare 0.0 0.0 -1.696227e-19
NoDocbcCost 0.0 0.0 1.620757e-20
DiffWalk 0.0 0.0 -5.994978e-21
BMI_Underweight 0.0 0.0 -3.609014e-12
BMI_Healthy weight 0.0 0.0 -3.171441e-11
BMI_Overweight 0.0 0.0 -3.582085e-11
BMI_Class 1 Obesity 0.0 0.0 -1.499237e-11
BMI_Class 2 Obesity 0.0 0.0 -1.665388e-11
BMI_Class 3 Obesity 0.0 0.0 -3.085039e-11
GenHlth_Excellent 0.0 0.0 1.560488e-11
GenHlth_Very good 0.0 0.0 1.560488e-11
GenHlth_Good 0.0 0.0 1.560488e-11
GenHlth_Fair 0.0 0.0 1.560489e-11
GenHlth_Poor 0.0 0.0 1.560489e-11
MentHlth_0 0.0 0.0 -3.649643e-13
MentHlth_1-5 0.0 0.0 -3.649643e-13
MentHlth_6-10 0.0 0.0 -3.649644e-13
MentHlth_11-15 0.0 0.0 -3.649642e-13
MentHlth_16-20 0.0 0.0 -3.649644e-13
MentHlth_21-25 0.0 0.0 -3.649643e-13
MentHlth_26-30 0.0 0.0 -3.649642e-13
PhysHlth_0 0.0 0.0 8.640788e-12
PhysHlth_1-5 0.0 0.0 8.640788e-12
PhysHlth_6-10 0.0 0.0 8.640788e-12
PhysHlth_11-15 0.0 0.0 8.640788e-12
PhysHlth_16-20 0.0 0.0 8.640788e-12
PhysHlth_21-25 0.0 0.0 8.640789e-12
PhysHlth_26-30 0.0 0.0 8.640788e-12
Education_Never attended school or only kinderg... 0.0 0.0 5.572018e-12
Education_Elementary 0.0 0.0 5.572018e-12
Education_Some high school 0.0 0.0 5.572018e-12
Education_High school graduate 0.0 0.0 5.572018e-12
Education_Some college or technical school 0.0 0.0 5.572018e-12
Education_College graduate 0.0 0.0 5.572018e-12
Income_Less than $10,000 0.0 0.0 -2.568643e-11
Income_$10,000-$14,999 0.0 0.0 -2.568643e-11
Income_$15,000-$19,999 0.0 0.0 -2.568643e-11
Income_$20,000-$24,999 0.0 0.0 -2.568643e-11
Income_$25,000-$34,999 0.0 0.0 -2.568643e-11
Income_$35,000-$49,999 0.0 0.0 -2.568643e-11
Income_$50,000-$74,999 0.0 0.0 -2.568643e-11
Income_$75,000 or more 0.0 0.0 -2.568643e-11
Sex_Female 0.0 0.0 7.071068e-01
Sex_Male 0.0 0.0 -0.000000e+00
Age_18-29 0.0 1.0 -0.000000e+00
Age_30-49 1.0 0.0 -0.000000e+00
Age_50-64 0.0 0.0 -0.000000e+00
Age_65+ 0.0 0.0 -7.071068e-01
PC53 \
HighBP 0.000000e+00
HighChol -8.127656e-17
CholCheck 1.221602e-16
Smoker -8.898688e-17
Stroke -4.007576e-16
HeartDiseaseorAttack 4.491795e-17
PhysActivity -1.023322e-16
Fruits -1.271310e-16
Veggies 1.655207e-16
HvyAlcoholConsump 2.444027e-16
AnyHealthcare 3.981627e-15
NoDocbcCost -1.112023e-16
DiffWalk -1.492465e-17
BMI_Underweight 1.324380e-01
BMI_Healthy weight -7.090263e-02
BMI_Overweight 1.581752e-01
BMI_Class 1 Obesity 9.224289e-02
BMI_Class 2 Obesity 1.865395e-01
BMI_Class 3 Obesity 2.029716e-01
GenHlth_Excellent -2.464052e-01
GenHlth_Very good -2.464052e-01
GenHlth_Good -2.464052e-01
GenHlth_Fair -2.464052e-01
GenHlth_Poor -2.464052e-01
MentHlth_0 -1.308858e-01
MentHlth_1-5 -1.308858e-01
MentHlth_6-10 -1.308858e-01
MentHlth_11-15 -1.308858e-01
MentHlth_16-20 -1.308858e-01
MentHlth_21-25 -1.308858e-01
MentHlth_26-30 -1.308858e-01
PhysHlth_0 9.887481e-02
PhysHlth_1-5 9.887481e-02
PhysHlth_6-10 9.887481e-02
PhysHlth_11-15 9.887481e-02
PhysHlth_16-20 9.887481e-02
PhysHlth_21-25 9.887481e-02
PhysHlth_26-30 9.887481e-02
Education_Never attended school or only kinderg... 5.699189e-02
Education_Elementary 5.699189e-02
Education_Some high school 5.699189e-02
Education_High school graduate 5.699189e-02
Education_Some college or technical school 5.699189e-02
Education_College graduate 5.699189e-02
Income_Less than $10,000 1.519027e-01
Income_$10,000-$14,999 1.519027e-01
Income_$15,000-$19,999 1.519027e-01
Income_$20,000-$24,999 1.519027e-01
Income_$25,000-$34,999 1.519027e-01
Income_$35,000-$49,999 1.519027e-01
Income_$50,000-$74,999 1.519027e-01
Income_$75,000 or more 1.519027e-01
Sex_Female 2.931702e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 2.931702e-01
PC54 \
HighBP 0.000000e+00
HighChol 6.095742e-17
CholCheck 1.937802e-16
Smoker 7.981459e-17
Stroke -6.511172e-17
HeartDiseaseorAttack -6.646541e-17
PhysActivity 4.547788e-17
Fruits 1.944098e-16
Veggies 4.579406e-17
HvyAlcoholConsump -4.667560e-17
AnyHealthcare -1.933461e-15
NoDocbcCost 3.840271e-16
DiffWalk 8.191140e-17
BMI_Underweight -1.054815e-01
BMI_Healthy weight 8.265174e-02
BMI_Overweight 1.767969e-01
BMI_Class 1 Obesity 3.913525e-01
BMI_Class 2 Obesity 1.102134e-01
BMI_Class 3 Obesity -2.719889e-02
GenHlth_Excellent 6.378298e-02
GenHlth_Very good 6.378298e-02
GenHlth_Good 6.378298e-02
GenHlth_Fair 6.378298e-02
GenHlth_Poor 6.378298e-02
MentHlth_0 1.845015e-01
MentHlth_1-5 1.845015e-01
MentHlth_6-10 1.845015e-01
MentHlth_11-15 1.845015e-01
MentHlth_16-20 1.845015e-01
MentHlth_21-25 1.845015e-01
MentHlth_26-30 1.845015e-01
PhysHlth_0 2.614293e-01
PhysHlth_1-5 2.614293e-01
PhysHlth_6-10 2.614293e-01
PhysHlth_11-15 2.614293e-01
PhysHlth_16-20 2.614293e-01
PhysHlth_21-25 2.614293e-01
PhysHlth_26-30 2.614293e-01
Education_Never attended school or only kinderg... -6.336757e-02
Education_Elementary -6.336757e-02
Education_Some high school -6.336757e-02
Education_High school graduate -6.336757e-02
Education_Some college or technical school -6.336757e-02
Education_College graduate -6.336757e-02
Income_Less than $10,000 4.816436e-02
Income_$10,000-$14,999 4.816436e-02
Income_$15,000-$19,999 4.816436e-02
Income_$20,000-$24,999 4.816436e-02
Income_$25,000-$34,999 4.816436e-02
Income_$35,000-$49,999 4.816436e-02
Income_$50,000-$74,999 4.816436e-02
Income_$75,000 or more 4.816436e-02
Sex_Female -5.023264e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -5.023264e-02
PC55 \
HighBP 1.283618e-16
HighChol -2.139726e-16
CholCheck -2.167042e-16
Smoker 7.432058e-17
Stroke -3.386447e-16
HeartDiseaseorAttack 3.257233e-17
PhysActivity 5.496797e-17
Fruits 8.830570e-17
Veggies 5.207245e-17
HvyAlcoholConsump 5.318685e-17
AnyHealthcare 7.407652e-16
NoDocbcCost 4.749518e-16
DiffWalk -1.878933e-17
BMI_Underweight 3.132597e-02
BMI_Healthy weight 8.309315e-03
BMI_Overweight 1.983357e-02
BMI_Class 1 Obesity -4.763042e-03
BMI_Class 2 Obesity -2.198614e-02
BMI_Class 3 Obesity -9.540819e-03
GenHlth_Excellent -5.394038e-02
GenHlth_Very good -5.394038e-02
GenHlth_Good -5.394038e-02
GenHlth_Fair -5.394038e-02
GenHlth_Poor -5.394038e-02
MentHlth_0 2.028393e-01
MentHlth_1-5 2.028393e-01
MentHlth_6-10 2.028393e-01
MentHlth_11-15 2.028393e-01
MentHlth_16-20 2.028393e-01
MentHlth_21-25 2.028393e-01
MentHlth_26-30 2.028393e-01
PhysHlth_0 -7.381006e-02
PhysHlth_1-5 -7.381006e-02
PhysHlth_6-10 -7.381006e-02
PhysHlth_11-15 -7.381006e-02
PhysHlth_16-20 -7.381006e-02
PhysHlth_21-25 -7.381006e-02
PhysHlth_26-30 -7.381006e-02
Education_Never attended school or only kinderg... 3.265706e-01
Education_Elementary 3.265706e-01
Education_Some high school 3.265706e-01
Education_High school graduate 3.265706e-01
Education_Some college or technical school 3.265706e-01
Education_College graduate 3.265706e-01
Income_Less than $10,000 4.657864e-02
Income_$10,000-$14,999 4.657864e-02
Income_$15,000-$19,999 4.657864e-02
Income_$20,000-$24,999 4.657864e-02
Income_$25,000-$34,999 4.657864e-02
Income_$35,000-$49,999 4.657864e-02
Income_$50,000-$74,999 4.657864e-02
Income_$75,000 or more 4.657864e-02
Sex_Female 3.371773e-03
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 3.371773e-03
PC56 \
HighBP -0.000000e+00
HighChol 5.841753e-17
CholCheck 6.467150e-17
Smoker 4.289143e-17
Stroke -7.400757e-16
HeartDiseaseorAttack 2.016383e-16
PhysActivity 9.288547e-17
Fruits 5.131033e-17
Veggies -2.428253e-19
HvyAlcoholConsump 2.760817e-16
AnyHealthcare -1.048386e-15
NoDocbcCost -4.306353e-17
DiffWalk 6.563751e-18
BMI_Underweight 4.441163e-01
BMI_Healthy weight -3.808377e-01
BMI_Overweight 5.025123e-01
BMI_Class 1 Obesity 3.982126e-01
BMI_Class 2 Obesity 4.418194e-02
BMI_Class 3 Obesity 6.100942e-02
GenHlth_Excellent 1.796084e-01
GenHlth_Very good 1.796084e-01
GenHlth_Good 1.796084e-01
GenHlth_Fair 1.796084e-01
GenHlth_Poor 1.796084e-01
MentHlth_0 -3.783005e-02
MentHlth_1-5 -3.783005e-02
MentHlth_6-10 -3.783005e-02
MentHlth_11-15 -3.783005e-02
MentHlth_16-20 -3.783005e-02
MentHlth_21-25 -3.783005e-02
MentHlth_26-30 -3.783005e-02
PhysHlth_0 -9.709707e-02
PhysHlth_1-5 -9.709707e-02
PhysHlth_6-10 -9.709707e-02
PhysHlth_11-15 -9.709707e-02
PhysHlth_16-20 -9.709707e-02
PhysHlth_21-25 -9.709707e-02
PhysHlth_26-30 -9.709707e-02
Education_Never attended school or only kinderg... 1.456979e-02
Education_Elementary 1.456979e-02
Education_Some high school 1.456979e-02
Education_High school graduate 1.456979e-02
Education_Some college or technical school 1.456979e-02
Education_College graduate 1.456979e-02
Income_Less than $10,000 1.637716e-02
Income_$10,000-$14,999 1.637716e-02
Income_$15,000-$19,999 1.637716e-02
Income_$20,000-$24,999 1.637716e-02
Income_$25,000-$34,999 1.637716e-02
Income_$35,000-$49,999 1.637716e-02
Income_$50,000-$74,999 1.637716e-02
Income_$75,000 or more 1.637716e-02
Sex_Female 1.070897e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.070897e-02
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.320744e-16 2.285903e-17
CholCheck 1.494435e-16 -3.044795e-17
Smoker 1.066503e-16 -3.658816e-17
Stroke 9.286421e-17 1.648165e-16
HeartDiseaseorAttack -1.078701e-16 -2.692627e-17
PhysActivity 6.981961e-17 1.653344e-17
Fruits 1.568626e-16 -1.552845e-17
Veggies 5.413107e-17 7.749223e-17
HvyAlcoholConsump 4.783891e-17 9.786785e-17
AnyHealthcare -2.158968e-15 -2.010467e-15
NoDocbcCost 2.603100e-16 3.080682e-17
DiffWalk 1.317266e-16 2.562959e-17
BMI_Underweight 5.252730e-01 1.331752e-01
BMI_Healthy weight 2.230629e-01 -4.421395e-01
BMI_Overweight -1.939566e-01 -5.578267e-01
BMI_Class 1 Obesity -4.035478e-01 7.254775e-02
BMI_Class 2 Obesity -2.054307e-01 2.151188e-03
BMI_Class 3 Obesity -8.165012e-02 5.811259e-01
GenHlth_Excellent 1.820570e-01 6.851827e-05
GenHlth_Very good 1.820570e-01 6.851827e-05
GenHlth_Good 1.820570e-01 6.851827e-05
GenHlth_Fair 1.820570e-01 6.851827e-05
GenHlth_Poor 1.820570e-01 6.851827e-05
MentHlth_0 -3.029562e-02 1.018856e-01
MentHlth_1-5 -3.029562e-02 1.018856e-01
MentHlth_6-10 -3.029562e-02 1.018856e-01
MentHlth_11-15 -3.029562e-02 1.018856e-01
MentHlth_16-20 -3.029562e-02 1.018856e-01
MentHlth_21-25 -3.029562e-02 1.018856e-01
MentHlth_26-30 -3.029562e-02 1.018856e-01
PhysHlth_0 1.030359e-01 -2.416487e-02
PhysHlth_1-5 1.030359e-01 -2.416487e-02
PhysHlth_6-10 1.030359e-01 -2.416487e-02
PhysHlth_11-15 1.030359e-01 -2.416487e-02
PhysHlth_16-20 1.030359e-01 -2.416487e-02
PhysHlth_21-25 1.030359e-01 -2.416487e-02
PhysHlth_26-30 1.030359e-01 -2.416487e-02
Education_Never attended school or only kinderg... 3.529220e-02 -8.049114e-02
Education_Elementary 3.529220e-02 -8.049114e-02
Education_Some high school 3.529220e-02 -8.049114e-02
Education_High school graduate 3.529220e-02 -8.049114e-02
Education_Some college or technical school 3.529220e-02 -8.049114e-02
Education_College graduate 3.529220e-02 -8.049114e-02
Income_Less than $10,000 1.461739e-01 4.598007e-02
Income_$10,000-$14,999 1.461739e-01 4.598007e-02
Income_$15,000-$19,999 1.461739e-01 4.598007e-02
Income_$20,000-$24,999 1.461739e-01 4.598007e-02
Income_$25,000-$34,999 1.461739e-01 4.598007e-02
Income_$35,000-$49,999 1.461739e-01 4.598007e-02
Income_$50,000-$74,999 1.461739e-01 4.598007e-02
Income_$75,000 or more 1.461739e-01 4.598007e-02
Sex_Female 7.799868e-03 -6.808536e-03
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ 7.799868e-03 -6.808536e-03
[58 rows x 58 columns]
PCA Results for Subset_38:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.211593 -0.312219 1.005656 0.309383 0.646667 -0.535823 -1.103057
1 -0.518649 -0.599497 -0.628340 -0.917962 0.573316 -0.476877 -0.304158
2 -1.551415 -0.086447 -0.558996 -0.828906 0.136860 -0.216718 -0.590675
3 -0.606957 -0.668512 0.631464 -0.396271 0.189808 1.003575 0.185459
4 0.301201 -0.272503 0.662317 0.851655 -0.180435 -0.906919 0.441813
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.476035 -0.434006 0.214964 ... 0.0 0.0 0.0 0.0 -5.551115e-17
1 0.205693 0.130461 0.259951 ... 0.0 0.0 0.0 0.0 -1.110223e-16
2 -0.376006 -0.478790 -0.097861 ... 0.0 0.0 0.0 0.0 -5.551115e-16
3 -0.170408 -0.157964 -0.851888 ... 0.0 0.0 0.0 0.0 5.551115e-17
4 0.041918 0.286577 0.052209 ... 0.0 0.0 0.0 0.0 1.110223e-16
PC54 PC55 PC56 PC57 PC58
0 2.220446e-16 -5.551115e-17 0.000000e+00 -1.110223e-16 -3.330669e-16
1 3.330669e-16 1.110223e-16 1.665335e-16 0.000000e+00 -1.665335e-16
2 -2.220446e-16 -7.771561e-16 -9.992007e-16 -1.110223e-16 -5.551115e-17
3 0.000000e+00 -1.110223e-16 1.665335e-16 -8.881784e-16 -5.551115e-16
4 2.220446e-16 -1.110223e-16 -1.110223e-16 -2.220446e-16 -1.665335e-16
[5 rows x 58 columns]
For Subset_38, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_39:
[1.24999863e-01 7.46661557e-02 6.40796642e-02 6.24295934e-02
5.06074867e-02 4.73008389e-02 4.64090925e-02 4.35188975e-02
4.17771606e-02 3.95553368e-02 3.61747795e-02 3.58265082e-02
3.40949429e-02 3.09668584e-02 2.73189115e-02 2.65584623e-02
2.50144538e-02 2.35695144e-02 1.91549372e-02 1.72327593e-02
1.43714279e-02 1.38841869e-02 1.11170184e-02 1.02777472e-02
8.94921485e-03 8.79958822e-03 8.54531199e-03 7.68218480e-03
6.55269522e-03 6.17965339e-03 5.73378477e-03 4.88300604e-03
4.71354137e-03 4.62305965e-03 3.42121053e-03 2.69570540e-03
2.41200075e-03 1.58592124e-03 1.45336724e-03 7.19257436e-04
1.43900016e-04 8.09480894e-18 5.76021674e-18 3.40738896e-18
2.80487816e-18 1.27279269e-18 9.70791456e-19 8.14297725e-35
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_39:
[0.12499986 0.19966602 0.26374568 0.32617528 0.37678276 0.4240836
0.47049269 0.51401159 0.55578875 0.59534409 0.63151887 0.66734538
0.70144032 0.73240718 0.75972609 0.78628455 0.81129901 0.83486852
0.85402346 0.87125622 0.88562764 0.89951183 0.91062885 0.9209066
0.92985581 0.9386554 0.94720071 0.9548829 0.96143559 0.96761525
0.97334903 0.97823204 0.98294558 0.98756864 0.99098985 0.99368555
0.99609755 0.99768348 0.99913684 0.9998561 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_39:
PC1 \
HighBP -2.162927e-01
HighChol -1.105742e-01
CholCheck -3.710570e-03
Smoker -2.522673e-01
Stroke -7.145477e-02
HeartDiseaseorAttack -1.532647e-01
PhysActivity 2.029114e-01
Fruits 1.865900e-01
Veggies 1.653102e-01
HvyAlcoholConsump -4.372454e-03
AnyHealthcare 7.205970e-03
NoDocbcCost -3.051083e-02
DiffWalk -2.031063e-01
BMI_Underweight -2.067952e-25
BMI_Healthy weight -6.827157e-18
BMI_Overweight -6.462349e-27
BMI_Class 1 Obesity -8.077936e-28
BMI_Class 2 Obesity -1.009742e-28
BMI_Class 3 Obesity -6.310887e-30
GenHlth_Excellent 1.999191e-01
GenHlth_Very good 1.851518e-01
GenHlth_Good -1.353517e-01
GenHlth_Fair -1.515433e-01
GenHlth_Poor -9.817593e-02
MentHlth_0 1.209350e-01
MentHlth_1-5 -4.257705e-02
MentHlth_6-10 -1.509019e-02
MentHlth_11-15 -1.542693e-02
MentHlth_16-20 -8.423754e-03
MentHlth_21-25 -4.069146e-03
MentHlth_26-30 -3.534796e-02
PhysHlth_0 2.834986e-01
PhysHlth_1-5 -7.106680e-02
PhysHlth_6-10 -2.922933e-02
PhysHlth_11-15 -2.784289e-02
PhysHlth_16-20 -1.311615e-02
PhysHlth_21-25 -7.244135e-03
PhysHlth_26-30 -1.349993e-01
Education_Never attended school or only kinderg... -3.500689e-04
Education_Elementary -2.695121e-02
Education_Some high school -3.821745e-02
Education_High school graduate -2.508211e-01
Education_Some college or technical school -1.498191e-01
Education_College graduate 4.661589e-01
Income_Less than $10,000 -2.440300e-02
Income_$10,000-$14,999 -4.738909e-02
Income_$15,000-$19,999 -5.475252e-02
Income_$20,000-$24,999 -7.658819e-02
Income_$25,000-$34,999 -9.222891e-02
Income_$35,000-$49,999 -7.087016e-02
Income_$50,000-$74,999 1.412933e-02
Income_$75,000 or more 3.521026e-01
Sex_Female 0.000000e+00
Sex_Male -6.827157e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -6.827157e-18
PC2 \
HighBP 3.138170e-01
HighChol 3.831354e-01
CholCheck 2.504514e-02
Smoker -7.285967e-02
Stroke 5.894675e-02
HeartDiseaseorAttack 1.727581e-01
PhysActivity -3.387781e-02
Fruits 9.191431e-02
Veggies 6.172487e-02
HvyAlcoholConsump -5.284865e-03
AnyHealthcare 4.510867e-03
NoDocbcCost 9.460862e-03
DiffWalk 1.656341e-01
BMI_Underweight -2.710505e-20
BMI_Healthy weight 7.440430e-18
BMI_Overweight 8.470329e-22
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 1.323489e-23
GenHlth_Excellent -4.922567e-02
GenHlth_Very good -1.886332e-01
GenHlth_Good 5.736224e-02
GenHlth_Fair 9.693749e-02
GenHlth_Poor 8.355919e-02
MentHlth_0 -1.658809e-01
MentHlth_1-5 8.195341e-02
MentHlth_6-10 2.491747e-02
MentHlth_11-15 1.433330e-02
MentHlth_16-20 6.426344e-03
MentHlth_21-25 5.745077e-03
MentHlth_26-30 3.250534e-02
PhysHlth_0 -4.144058e-01
PhysHlth_1-5 1.843033e-01
PhysHlth_6-10 3.878594e-02
PhysHlth_11-15 3.109098e-02
PhysHlth_16-20 1.403502e-02
PhysHlth_21-25 7.122635e-03
PhysHlth_26-30 1.390679e-01
Education_Never attended school or only kinderg... -4.427447e-04
Education_Elementary -3.066535e-03
Education_Some high school -6.373188e-03
Education_High school graduate -2.016971e-01
Education_Some college or technical school -2.155394e-01
Education_College graduate 4.271190e-01
Income_Less than $10,000 6.279508e-04
Income_$10,000-$14,999 -6.708397e-03
Income_$15,000-$19,999 -2.028212e-02
Income_$20,000-$24,999 -4.208620e-02
Income_$25,000-$34,999 -4.313811e-02
Income_$35,000-$49,999 -9.929376e-02
Income_$50,000-$74,999 -4.796285e-02
Income_$75,000 or more 2.588435e-01
Sex_Female 0.000000e+00
Sex_Male 7.433460e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 7.433460e-18
PC3 \
HighBP 4.819222e-01
HighChol 5.194942e-01
CholCheck 1.905775e-02
Smoker 7.712990e-02
Stroke 1.682318e-02
HeartDiseaseorAttack 1.189044e-01
PhysActivity 7.471624e-02
Fruits -3.825567e-02
Veggies -2.056927e-02
HvyAlcoholConsump 1.276189e-02
AnyHealthcare 3.026198e-03
NoDocbcCost -2.090755e-02
DiffWalk -1.298259e-01
BMI_Underweight 8.673617e-19
BMI_Healthy weight -5.002288e-18
BMI_Overweight -1.084202e-19
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 6.776264e-21
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -2.152367e-01
GenHlth_Very good 4.741219e-01
GenHlth_Good -1.359229e-01
GenHlth_Fair -5.779050e-02
GenHlth_Poor -6.517180e-02
MentHlth_0 1.316626e-01
MentHlth_1-5 -7.621268e-02
MentHlth_6-10 -1.122158e-02
MentHlth_11-15 -9.725947e-03
MentHlth_16-20 -5.320838e-03
MentHlth_21-25 -3.330331e-03
MentHlth_26-30 -2.585123e-02
PhysHlth_0 2.969849e-01
PhysHlth_1-5 -1.245793e-01
PhysHlth_6-10 -3.524861e-02
PhysHlth_11-15 -1.301579e-02
PhysHlth_16-20 -5.181958e-03
PhysHlth_21-25 -5.696028e-03
PhysHlth_26-30 -1.132632e-01
Education_Never attended school or only kinderg... -1.951846e-04
Education_Elementary -1.297702e-02
Education_Some high school -7.429204e-03
Education_High school graduate -2.966640e-04
Education_Some college or technical school 7.277499e-02
Education_College graduate -5.187692e-02
Income_Less than $10,000 -1.040744e-02
Income_$10,000-$14,999 -1.466800e-02
Income_$15,000-$19,999 -1.484232e-02
Income_$20,000-$24,999 -2.599875e-02
Income_$25,000-$34,999 5.848044e-03
Income_$35,000-$49,999 3.503885e-02
Income_$50,000-$74,999 4.359823e-02
Income_$75,000 or more -1.856861e-02
Sex_Female -0.000000e+00
Sex_Male -5.104408e-18
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -5.104408e-18
PC4 \
HighBP 1.912289e-01
HighChol 1.690057e-01
CholCheck 8.443791e-03
Smoker 9.527060e-03
Stroke -6.847023e-03
HeartDiseaseorAttack 1.977410e-02
PhysActivity 4.720032e-02
Fruits -3.578567e-02
Veggies -1.639591e-02
HvyAlcoholConsump 6.568924e-03
AnyHealthcare 4.584432e-03
NoDocbcCost -2.408667e-02
DiffWalk -1.221398e-01
BMI_Underweight 6.938894e-18
BMI_Healthy weight -9.156584e-18
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 5.421011e-20
BMI_Class 3 Obesity 1.355253e-20
GenHlth_Excellent 1.592327e-01
GenHlth_Very good -5.626725e-01
GenHlth_Good 5.971388e-01
GenHlth_Fair -1.033095e-01
GenHlth_Poor -9.038946e-02
MentHlth_0 1.462187e-01
MentHlth_1-5 -7.088710e-02
MentHlth_6-10 -1.957649e-02
MentHlth_11-15 -1.448983e-02
MentHlth_16-20 -5.295543e-03
MentHlth_21-25 -2.824996e-03
MentHlth_26-30 -3.314472e-02
PhysHlth_0 3.485104e-01
PhysHlth_1-5 -1.536916e-01
PhysHlth_6-10 -2.394001e-02
PhysHlth_11-15 -1.838034e-02
PhysHlth_16-20 -8.020643e-03
PhysHlth_21-25 -6.542353e-03
PhysHlth_26-30 -1.379354e-01
Education_Never attended school or only kinderg... -3.877541e-04
Education_Elementary -5.427826e-03
Education_Some high school 8.313024e-04
Education_High school graduate 1.394341e-02
Education_Some college or technical school -7.477092e-04
Education_College graduate -8.211422e-03
Income_Less than $10,000 -6.901601e-03
Income_$10,000-$14,999 -5.999420e-03
Income_$15,000-$19,999 -1.157344e-02
Income_$20,000-$24,999 -2.204009e-02
Income_$25,000-$34,999 -1.046833e-02
Income_$35,000-$49,999 6.532076e-03
Income_$50,000-$74,999 -5.411064e-03
Income_$75,000 or more 5.586187e-02
Sex_Female 0.000000e+00
Sex_Male -9.312230e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -9.312230e-18
PC5 \
HighBP -2.274701e-02
HighChol -6.650354e-03
CholCheck 7.614459e-03
Smoker -3.952900e-01
Stroke -1.733680e-02
HeartDiseaseorAttack 8.341028e-03
PhysActivity 1.715753e-01
Fruits 4.185917e-01
Veggies 1.666134e-01
HvyAlcoholConsump -2.926212e-02
AnyHealthcare 3.063516e-03
NoDocbcCost -1.407156e-02
DiffWalk -8.983871e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -6.368737e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 1.387779e-17
GenHlth_Excellent -2.764320e-01
GenHlth_Very good 1.116124e-01
GenHlth_Good 3.476291e-01
GenHlth_Fair -1.150101e-01
GenHlth_Poor -6.779942e-02
MentHlth_0 -4.716251e-02
MentHlth_1-5 6.095069e-02
MentHlth_6-10 -1.169332e-03
MentHlth_11-15 2.921538e-03
MentHlth_16-20 -5.546561e-04
MentHlth_21-25 -1.928038e-03
MentHlth_26-30 -1.305770e-02
PhysHlth_0 -1.623568e-01
PhysHlth_1-5 1.968391e-01
PhysHlth_6-10 3.395947e-02
PhysHlth_11-15 3.622953e-03
PhysHlth_16-20 -1.134251e-03
PhysHlth_21-25 1.160577e-04
PhysHlth_26-30 -7.104658e-02
Education_Never attended school or only kinderg... -5.258240e-04
Education_Elementary -1.769421e-02
Education_Some high school -1.910417e-02
Education_High school graduate -9.330181e-02
Education_Some college or technical school 1.503761e-01
Education_College graduate -1.975011e-02
Income_Less than $10,000 -9.777701e-03
Income_$10,000-$14,999 -2.749161e-02
Income_$15,000-$19,999 -2.657395e-02
Income_$20,000-$24,999 -1.684143e-02
Income_$25,000-$34,999 1.824906e-02
Income_$35,000-$49,999 1.535195e-01
Income_$50,000-$74,999 2.964673e-01
Income_$75,000 or more -3.875511e-01
Sex_Female 0.000000e+00
Sex_Male -1.246134e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -1.246134e-17
PC6 \
HighBP 1.831111e-01
HighChol 1.180649e-01
CholCheck 1.403814e-02
Smoker -3.468203e-01
Stroke 2.591147e-02
HeartDiseaseorAttack 6.614972e-02
PhysActivity 2.371618e-02
Fruits 4.483064e-01
Veggies 1.702271e-01
HvyAlcoholConsump -2.150482e-02
AnyHealthcare 2.107770e-03
NoDocbcCost 5.049508e-03
DiffWalk 7.238070e-02
BMI_Underweight 2.081668e-17
BMI_Healthy weight -1.133485e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.938006e-01
GenHlth_Very good -2.442873e-01
GenHlth_Good -4.045244e-01
GenHlth_Fair 1.954051e-01
GenHlth_Poor 5.960601e-02
MentHlth_0 4.478205e-02
MentHlth_1-5 -6.053912e-02
MentHlth_6-10 -5.689621e-03
MentHlth_11-15 4.821491e-03
MentHlth_16-20 2.241051e-03
MentHlth_21-25 1.364548e-03
MentHlth_26-30 1.301960e-02
PhysHlth_0 5.444802e-02
PhysHlth_1-5 -1.459321e-01
PhysHlth_6-10 -9.072864e-03
PhysHlth_11-15 7.120662e-03
PhysHlth_16-20 3.592748e-03
PhysHlth_21-25 -2.368226e-03
PhysHlth_26-30 9.221175e-02
Education_Never attended school or only kinderg... -1.964226e-04
Education_Elementary 7.028123e-03
Education_Some high school -3.071766e-03
Education_High school graduate 9.387520e-02
Education_Some college or technical school 1.793768e-01
Education_College graduate -2.770120e-01
Income_Less than $10,000 6.337110e-03
Income_$10,000-$14,999 1.148434e-02
Income_$15,000-$19,999 2.230920e-02
Income_$20,000-$24,999 1.314484e-02
Income_$25,000-$34,999 4.320417e-02
Income_$35,000-$49,999 2.744312e-02
Income_$50,000-$74,999 -9.990797e-02
Income_$75,000 or more -2.401480e-02
Sex_Female 0.000000e+00
Sex_Male 2.284298e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 2.284298e-17
PC7 \
HighBP -7.512867e-02
HighChol 2.760549e-02
CholCheck 3.653712e-03
Smoker 6.603800e-01
Stroke 9.895584e-04
HeartDiseaseorAttack 2.731532e-02
PhysActivity 1.227100e-01
Fruits 2.717450e-01
Veggies 2.081362e-01
HvyAlcoholConsump 2.526757e-02
AnyHealthcare 3.667479e-03
NoDocbcCost 1.392427e-03
DiffWalk -1.060827e-02
BMI_Underweight 1.665335e-16
BMI_Healthy weight -1.944948e-16
BMI_Overweight 9.714451e-17
BMI_Class 1 Obesity 8.326673e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 9.685882e-02
GenHlth_Very good -4.799284e-02
GenHlth_Good -9.721442e-03
GenHlth_Fair -3.447466e-02
GenHlth_Poor -4.669872e-03
MentHlth_0 -2.735640e-02
MentHlth_1-5 2.827749e-02
MentHlth_6-10 2.296768e-03
MentHlth_11-15 1.203155e-04
MentHlth_16-20 -9.224614e-05
MentHlth_21-25 -1.156750e-03
MentHlth_26-30 -2.089178e-03
PhysHlth_0 -5.603580e-02
PhysHlth_1-5 3.953595e-02
PhysHlth_6-10 1.069390e-02
PhysHlth_11-15 8.284600e-03
PhysHlth_16-20 1.342352e-03
PhysHlth_21-25 3.607851e-03
PhysHlth_26-30 -7.428842e-03
Education_Never attended school or only kinderg... -3.139375e-04
Education_Elementary -4.115024e-03
Education_Some high school 1.771151e-03
Education_High school graduate -4.206219e-01
Education_Some college or technical school 4.630690e-01
Education_College graduate -3.978927e-02
Income_Less than $10,000 -9.312504e-03
Income_$10,000-$14,999 -1.772689e-02
Income_$15,000-$19,999 -2.014417e-02
Income_$20,000-$24,999 -4.206118e-02
Income_$25,000-$34,999 -2.466498e-02
Income_$35,000-$49,999 -1.178676e-02
Income_$50,000-$74,999 5.763818e-02
Income_$75,000 or more 6.805831e-02
Sex_Female 0.000000e+00
Sex_Male -3.978331e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -3.978331e-18
PC8 \
HighBP -6.512608e-02
HighChol 1.098942e-01
CholCheck -5.817963e-03
Smoker -4.280806e-01
Stroke -2.243864e-02
HeartDiseaseorAttack -7.990042e-02
PhysActivity 2.115276e-03
Fruits -3.802845e-01
Veggies -1.571343e-01
HvyAlcoholConsump -1.106679e-02
AnyHealthcare 2.070452e-03
NoDocbcCost -8.976264e-04
DiffWalk -4.966618e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight 1.473401e-16
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 1.110223e-16
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -2.004512e-02
GenHlth_Very good 2.820179e-02
GenHlth_Good 6.284610e-02
GenHlth_Fair -5.772246e-02
GenHlth_Poor -1.328030e-02
MentHlth_0 -3.726146e-02
MentHlth_1-5 3.597540e-02
MentHlth_6-10 3.283740e-03
MentHlth_11-15 -5.536905e-04
MentHlth_16-20 -1.770028e-03
MentHlth_21-25 -8.671311e-05
MentHlth_26-30 4.127555e-04
PhysHlth_0 -1.059564e-01
PhysHlth_1-5 1.306439e-01
PhysHlth_6-10 3.061992e-03
PhysHlth_11-15 -6.643276e-03
PhysHlth_16-20 -4.786155e-04
PhysHlth_21-25 -1.734420e-03
PhysHlth_26-30 -1.889318e-02
Education_Never attended school or only kinderg... 5.805392e-04
Education_Elementary 2.791976e-03
Education_Some high school -3.874913e-04
Education_High school graduate -3.171407e-01
Education_Some college or technical school 5.385838e-01
Education_College graduate -2.244281e-01
Income_Less than $10,000 8.046844e-03
Income_$10,000-$14,999 -1.401484e-02
Income_$15,000-$19,999 -1.840471e-03
Income_$20,000-$24,999 7.065274e-03
Income_$25,000-$34,999 7.347442e-03
Income_$35,000-$49,999 -1.002194e-01
Income_$50,000-$74,999 -2.039109e-01
Income_$75,000 or more 2.975261e-01
Sex_Female -0.000000e+00
Sex_Male -7.342023e-18
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -7.342023e-18
PC9 \
HighBP -1.145632e-01
HighChol 2.524233e-01
CholCheck -9.673792e-03
Smoker -6.160969e-02
Stroke -8.089371e-03
HeartDiseaseorAttack -7.092615e-02
PhysActivity -2.126323e-02
Fruits -3.425427e-01
Veggies -1.506350e-01
HvyAlcoholConsump -2.425241e-03
AnyHealthcare -2.746458e-03
NoDocbcCost 3.040823e-03
DiffWalk -7.237317e-03
BMI_Underweight -2.775558e-17
BMI_Healthy weight -4.710791e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -1.942890e-16
BMI_Class 3 Obesity -1.110223e-16
GenHlth_Excellent 2.977602e-01
GenHlth_Very good -1.539993e-01
GenHlth_Good -2.311077e-01
GenHlth_Fair 6.612278e-02
GenHlth_Poor 2.122408e-02
MentHlth_0 -3.763573e-02
MentHlth_1-5 1.592010e-02
MentHlth_6-10 1.801594e-03
MentHlth_11-15 2.351764e-03
MentHlth_16-20 7.255851e-04
MentHlth_21-25 3.637661e-04
MentHlth_26-30 1.647292e-02
PhysHlth_0 3.615968e-02
PhysHlth_1-5 -6.213600e-02
PhysHlth_6-10 -1.981896e-03
PhysHlth_11-15 -4.966082e-03
PhysHlth_16-20 4.782897e-04
PhysHlth_21-25 3.994716e-03
PhysHlth_26-30 2.845129e-02
Education_Never attended school or only kinderg... 4.891267e-04
Education_Elementary 5.094826e-03
Education_Some high school 6.136747e-04
Education_High school graduate -2.516965e-01
Education_Some college or technical school 4.213327e-02
Education_College graduate 2.033656e-01
Income_Less than $10,000 2.710918e-03
Income_$10,000-$14,999 -8.447007e-03
Income_$15,000-$19,999 -6.200478e-03
Income_$20,000-$24,999 -3.106110e-02
Income_$25,000-$34,999 -3.820234e-02
Income_$35,000-$49,999 -2.087032e-02
Income_$50,000-$74,999 5.411058e-01
Income_$75,000 or more -4.390355e-01
Sex_Female 0.000000e+00
Sex_Male 8.530528e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 8.530528e-18
PC10 ... PC49 \
HighBP -5.607196e-01 ... 0.0
HighChol 6.069640e-01 ... 0.0
CholCheck -3.066691e-03 ... 0.0
Smoker 7.986247e-02 ... 0.0
Stroke -3.112052e-02 ... 0.0
HeartDiseaseorAttack -1.838752e-02 ... 0.0
PhysActivity 1.476148e-01 ... 0.0
Fruits 6.059540e-02 ... 0.0
Veggies 5.807594e-02 ... 0.0
HvyAlcoholConsump -1.435304e-02 ... 0.0
AnyHealthcare -4.805983e-05 ... 0.0
NoDocbcCost -6.198587e-03 ... 0.0
DiffWalk -1.740913e-01 ... 0.0
BMI_Underweight -0.000000e+00 ... 0.0
BMI_Healthy weight -1.448785e-17 ... 0.0
BMI_Overweight -1.110223e-16 ... 0.0
BMI_Class 1 Obesity -0.000000e+00 ... 0.0
BMI_Class 2 Obesity 2.775558e-17 ... 0.0
BMI_Class 3 Obesity 2.775558e-17 ... 0.0
GenHlth_Excellent 9.196074e-02 ... 0.0
GenHlth_Very good -1.085780e-03 ... 0.0
GenHlth_Good 1.307910e-02 ... 0.0
GenHlth_Fair -4.518807e-02 ... 0.0
GenHlth_Poor -5.876599e-02 ... 0.0
MentHlth_0 -1.171517e-01 ... 0.0
MentHlth_1-5 1.055101e-01 ... 0.0
MentHlth_6-10 7.385459e-03 ... 0.0
MentHlth_11-15 4.399462e-03 ... 0.0
MentHlth_16-20 4.500765e-03 ... 0.0
MentHlth_21-25 4.503873e-04 ... 0.0
MentHlth_26-30 -5.094399e-03 ... 0.0
PhysHlth_0 -7.820585e-02 ... 0.0
PhysHlth_1-5 1.584758e-01 ... 0.0
PhysHlth_6-10 1.727270e-03 ... 0.0
PhysHlth_11-15 5.351570e-03 ... 0.0
PhysHlth_16-20 -1.722086e-03 ... 0.0
PhysHlth_21-25 -1.838085e-03 ... 0.0
PhysHlth_26-30 -8.378864e-02 ... 0.0
Education_Never attended school or only kinderg... -1.656480e-04 ... 0.0
Education_Elementary -1.675984e-02 ... 0.0
Education_Some high school -2.499510e-02 ... 0.0
Education_High school graduate 3.358263e-01 ... 0.0
Education_Some college or technical school -1.199393e-01 ... 0.0
Education_College graduate -1.739664e-01 ... 0.0
Income_Less than $10,000 -1.247131e-02 ... 0.0
Income_$10,000-$14,999 -3.595076e-03 ... 0.0
Income_$15,000-$19,999 7.085794e-03 ... 0.0
Income_$20,000-$24,999 2.681119e-02 ... 0.0
Income_$25,000-$34,999 -2.499609e-03 ... 0.0
Income_$35,000-$49,999 -4.908844e-02 ... 0.0
Income_$50,000-$74,999 -5.543467e-02 ... 0.0
Income_$75,000 or more 8.919211e-02 ... 0.0
Sex_Female -0.000000e+00 ... 0.0
Sex_Male -6.155674e-18 ... 0.0
Age_18-29 -0.000000e+00 ... 1.0
Age_30-49 -0.000000e+00 ... 0.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -6.155674e-18 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.000000e+00
HighChol 0.0 0.0 -1.002815e-32
CholCheck 0.0 0.0 -1.501581e-31
Smoker 0.0 0.0 7.584653e-33
Stroke 0.0 0.0 -1.564667e-32
HeartDiseaseorAttack 0.0 0.0 6.297771e-33
PhysActivity 0.0 0.0 -3.523593e-32
Fruits 0.0 0.0 -5.912550e-33
Veggies 0.0 0.0 -1.042082e-33
HvyAlcoholConsump 0.0 0.0 -2.994100e-32
AnyHealthcare 0.0 0.0 -1.961504e-32
NoDocbcCost 0.0 0.0 1.124023e-31
DiffWalk 0.0 0.0 -1.343633e-33
BMI_Underweight 0.0 0.0 5.047836e-19
BMI_Healthy weight 0.0 0.0 5.302289e-17
BMI_Overweight 0.0 0.0 3.863718e-17
BMI_Class 1 Obesity 0.0 0.0 -1.330856e-16
BMI_Class 2 Obesity 0.0 0.0 6.121544e-17
BMI_Class 3 Obesity 0.0 0.0 -5.544464e-17
GenHlth_Excellent 0.0 0.0 3.696112e-18
GenHlth_Very good 0.0 0.0 3.696112e-18
GenHlth_Good 0.0 0.0 3.696112e-18
GenHlth_Fair 0.0 0.0 3.696112e-18
GenHlth_Poor 0.0 0.0 3.696112e-18
MentHlth_0 0.0 0.0 1.010111e-18
MentHlth_1-5 0.0 0.0 1.010111e-18
MentHlth_6-10 0.0 0.0 1.010111e-18
MentHlth_11-15 0.0 0.0 1.010111e-18
MentHlth_16-20 0.0 0.0 1.010111e-18
MentHlth_21-25 0.0 0.0 1.010111e-18
MentHlth_26-30 0.0 0.0 1.010111e-18
PhysHlth_0 0.0 0.0 7.846772e-17
PhysHlth_1-5 0.0 0.0 7.846772e-17
PhysHlth_6-10 0.0 0.0 7.846772e-17
PhysHlth_11-15 0.0 0.0 7.846772e-17
PhysHlth_16-20 0.0 0.0 7.846772e-17
PhysHlth_21-25 0.0 0.0 7.846772e-17
PhysHlth_26-30 0.0 0.0 7.846772e-17
Education_Never attended school or only kinderg... 0.0 0.0 -1.185694e-16
Education_Elementary 0.0 0.0 -1.185694e-16
Education_Some high school 0.0 0.0 -1.185694e-16
Education_High school graduate 0.0 0.0 -1.185694e-16
Education_Some college or technical school 0.0 0.0 -1.185694e-16
Education_College graduate 0.0 0.0 -1.185694e-16
Income_Less than $10,000 0.0 0.0 -8.853866e-17
Income_$10,000-$14,999 0.0 0.0 -8.853866e-17
Income_$15,000-$19,999 0.0 0.0 -8.853866e-17
Income_$20,000-$24,999 0.0 0.0 -8.853866e-17
Income_$25,000-$34,999 0.0 0.0 -8.853866e-17
Income_$35,000-$49,999 0.0 0.0 -8.853866e-17
Income_$50,000-$74,999 0.0 0.0 -8.853866e-17
Income_$75,000 or more 0.0 0.0 -8.853866e-17
Sex_Female 0.0 0.0 1.000000e+00
Sex_Male 0.0 0.0 -2.737388e-10
Age_18-29 0.0 0.0 0.000000e+00
Age_30-49 0.0 1.0 0.000000e+00
Age_50-64 1.0 0.0 0.000000e+00
Age_65+ 0.0 0.0 2.737389e-10
PC53 \
HighBP -0.000000e+00
HighChol 2.822672e-17
CholCheck 3.305400e-16
Smoker 1.098765e-17
Stroke 1.753707e-17
HeartDiseaseorAttack -3.188962e-17
PhysActivity 6.070150e-17
Fruits -5.572698e-17
Veggies 5.108967e-17
HvyAlcoholConsump 5.213295e-17
AnyHealthcare 1.386796e-16
NoDocbcCost -1.829893e-16
DiffWalk 3.310815e-17
BMI_Underweight 4.599388e-03
BMI_Healthy weight -1.142682e-01
BMI_Overweight -4.871016e-02
BMI_Class 1 Obesity 3.000457e-01
BMI_Class 2 Obesity -1.668426e-01
BMI_Class 3 Obesity 1.481429e-01
GenHlth_Excellent 1.753525e-02
GenHlth_Very good 1.753525e-02
GenHlth_Good 1.753525e-02
GenHlth_Fair 1.753525e-02
GenHlth_Poor 1.753525e-02
MentHlth_0 -9.418569e-03
MentHlth_1-5 -9.418569e-03
MentHlth_6-10 -9.418569e-03
MentHlth_11-15 -9.418569e-03
MentHlth_16-20 -9.418569e-03
MentHlth_21-25 -9.418569e-03
MentHlth_26-30 -9.418569e-03
PhysHlth_0 -1.705728e-01
PhysHlth_1-5 -1.705728e-01
PhysHlth_6-10 -1.705728e-01
PhysHlth_11-15 -1.705728e-01
PhysHlth_16-20 -1.705728e-01
PhysHlth_21-25 -1.705728e-01
PhysHlth_26-30 -1.705728e-01
Education_Never attended school or only kinderg... 2.286397e-01
Education_Elementary 2.286397e-01
Education_Some high school 2.286397e-01
Education_High school graduate 2.286397e-01
Education_Some college or technical school 2.286397e-01
Education_College graduate 2.286397e-01
Income_Less than $10,000 1.977619e-01
Income_$10,000-$14,999 1.977619e-01
Income_$15,000-$19,999 1.977619e-01
Income_$20,000-$24,999 1.977619e-01
Income_$25,000-$34,999 1.977619e-01
Income_$35,000-$49,999 1.977619e-01
Income_$50,000-$74,999 1.977619e-01
Income_$75,000 or more 1.977619e-01
Sex_Female 4.163336e-16
Sex_Male -7.867653e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -7.867653e-02
PC54 \
HighBP -0.000000e+00
HighChol 5.221944e-17
CholCheck -1.466078e-16
Smoker 3.385166e-17
Stroke -6.918563e-17
HeartDiseaseorAttack -2.855909e-17
PhysActivity -4.137822e-17
Fruits -6.649933e-17
Veggies 1.652023e-16
HvyAlcoholConsump -7.277002e-17
AnyHealthcare 2.124660e-16
NoDocbcCost -2.583606e-16
DiffWalk 8.508960e-18
BMI_Underweight -1.401085e-01
BMI_Healthy weight 3.807577e-01
BMI_Overweight -9.483678e-02
BMI_Class 1 Obesity 9.027565e-02
BMI_Class 2 Obesity 5.941726e-01
BMI_Class 3 Obesity -3.343442e-01
GenHlth_Excellent -3.382923e-02
GenHlth_Very good -3.382923e-02
GenHlth_Good -3.382923e-02
GenHlth_Fair -3.382923e-02
GenHlth_Poor -3.382923e-02
MentHlth_0 -9.263829e-02
MentHlth_1-5 -9.263829e-02
MentHlth_6-10 -9.263829e-02
MentHlth_11-15 -9.263829e-02
MentHlth_16-20 -9.263829e-02
MentHlth_21-25 -9.263829e-02
MentHlth_26-30 -9.263829e-02
PhysHlth_0 2.340615e-02
PhysHlth_1-5 2.340615e-02
PhysHlth_6-10 2.340615e-02
PhysHlth_11-15 2.340615e-02
PhysHlth_16-20 2.340615e-02
PhysHlth_21-25 2.340615e-02
PhysHlth_26-30 2.340615e-02
Education_Never attended school or only kinderg... 2.040507e-01
Education_Elementary 2.040507e-01
Education_Some high school 2.040507e-01
Education_High school graduate 2.040507e-01
Education_Some college or technical school 2.040507e-01
Education_College graduate 2.040507e-01
Income_Less than $10,000 -5.147017e-02
Income_$10,000-$14,999 -5.147017e-02
Income_$15,000-$19,999 -5.147017e-02
Income_$20,000-$24,999 -5.147017e-02
Income_$25,000-$34,999 -5.147017e-02
Income_$35,000-$49,999 -5.147017e-02
Income_$50,000-$74,999 -5.147017e-02
Income_$75,000 or more -5.147017e-02
Sex_Female 1.387779e-17
Sex_Male 7.993362e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 7.993362e-02
PC55 \
HighBP -0.000000e+00
HighChol -4.234008e-18
CholCheck -9.488040e-16
Smoker -1.926138e-17
Stroke 3.193775e-17
HeartDiseaseorAttack 1.074073e-17
PhysActivity 6.215302e-17
Fruits -1.110876e-16
Veggies -1.025165e-17
HvyAlcoholConsump -2.081889e-16
AnyHealthcare -9.207887e-16
NoDocbcCost -6.344891e-16
DiffWalk -1.125020e-16
BMI_Underweight -9.351659e-03
BMI_Healthy weight -5.388189e-02
BMI_Overweight 3.797987e-01
BMI_Class 1 Obesity 5.247834e-02
BMI_Class 2 Obesity 2.254127e-01
BMI_Class 3 Obesity 1.567207e-02
GenHlth_Excellent 3.177269e-01
GenHlth_Very good 3.177269e-01
GenHlth_Good 3.177269e-01
GenHlth_Fair 3.177269e-01
GenHlth_Poor 3.177269e-01
MentHlth_0 -8.445350e-02
MentHlth_1-5 -8.445350e-02
MentHlth_6-10 -8.445350e-02
MentHlth_11-15 -8.445350e-02
MentHlth_16-20 -8.445350e-02
MentHlth_21-25 -8.445350e-02
MentHlth_26-30 -8.445350e-02
PhysHlth_0 -8.327684e-03
PhysHlth_1-5 -8.327684e-03
PhysHlth_6-10 -8.327684e-03
PhysHlth_11-15 -8.327684e-03
PhysHlth_16-20 -8.327684e-03
PhysHlth_21-25 -8.327684e-03
PhysHlth_26-30 -8.327684e-03
Education_Never attended school or only kinderg... -2.524281e-02
Education_Elementary -2.524281e-02
Education_Some high school -2.524281e-02
Education_High school graduate -2.524281e-02
Education_Some college or technical school -2.524281e-02
Education_College graduate -2.524281e-02
Income_Less than $10,000 -1.957399e-02
Income_$10,000-$14,999 -1.957399e-02
Income_$15,000-$19,999 -1.957399e-02
Income_$20,000-$24,999 -1.957399e-02
Income_$25,000-$34,999 -1.957399e-02
Income_$35,000-$49,999 -1.957399e-02
Income_$50,000-$74,999 -1.957399e-02
Income_$75,000 or more -1.957399e-02
Sex_Female -1.734723e-18
Sex_Male -3.441651e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -3.441651e-01
PC56 \
HighBP -0.000000e+00
HighChol 2.681539e-17
CholCheck 4.686527e-16
Smoker -6.211738e-18
Stroke 1.683029e-16
HeartDiseaseorAttack -6.999034e-17
PhysActivity -2.659193e-17
Fruits 9.283972e-17
Veggies -5.867031e-17
HvyAlcoholConsump -2.177687e-16
AnyHealthcare -2.308798e-16
NoDocbcCost -3.336607e-16
DiffWalk -6.869684e-17
BMI_Underweight 3.083431e-01
BMI_Healthy weight -1.126145e-01
BMI_Overweight 4.214128e-01
BMI_Class 1 Obesity -5.916646e-02
BMI_Class 2 Obesity 5.884052e-01
BMI_Class 3 Obesity 4.445730e-01
GenHlth_Excellent -1.342850e-01
GenHlth_Very good -1.342850e-01
GenHlth_Good -1.342850e-01
GenHlth_Fair -1.342850e-01
GenHlth_Poor -1.342850e-01
MentHlth_0 7.859063e-02
MentHlth_1-5 7.859063e-02
MentHlth_6-10 7.859063e-02
MentHlth_11-15 7.859063e-02
MentHlth_16-20 7.859063e-02
MentHlth_21-25 7.859063e-02
MentHlth_26-30 7.859063e-02
PhysHlth_0 -3.943520e-02
PhysHlth_1-5 -3.943520e-02
PhysHlth_6-10 -3.943520e-02
PhysHlth_11-15 -3.943520e-02
PhysHlth_16-20 -3.943520e-02
PhysHlth_21-25 -3.943520e-02
PhysHlth_26-30 -3.943520e-02
Education_Never attended school or only kinderg... -2.201965e-02
Education_Elementary -2.201965e-02
Education_Some high school -2.201965e-02
Education_High school graduate -2.201965e-02
Education_Some college or technical school -2.201965e-02
Education_College graduate -2.201965e-02
Income_Less than $10,000 4.128780e-02
Income_$10,000-$14,999 4.128780e-02
Income_$15,000-$19,999 4.128780e-02
Income_$20,000-$24,999 4.128780e-02
Income_$25,000-$34,999 4.128780e-02
Income_$35,000-$49,999 4.128780e-02
Income_$50,000-$74,999 4.128780e-02
Income_$75,000 or more 4.128780e-02
Sex_Female -0.000000e+00
Sex_Male 5.681981e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 5.681981e-02
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 2.681539e-17 2.258138e-17
CholCheck -7.719207e-17 2.000234e-17
Smoker -2.345237e-17 8.680284e-18
Stroke -1.564031e-16 4.282609e-17
HeartDiseaseorAttack 5.084194e-17 2.901435e-18
PhysActivity -8.043264e-17 -2.613928e-16
Fruits 4.042858e-17 1.188352e-16
Veggies 2.203687e-18 1.216841e-17
HvyAlcoholConsump 8.772715e-17 -1.375610e-16
AnyHealthcare 3.261721e-15 -1.801922e-16
NoDocbcCost 6.208583e-16 -3.160971e-16
DiffWalk 1.465091e-16 -2.279196e-16
BMI_Underweight -1.542027e-01 8.239604e-01
BMI_Healthy weight -1.837357e-01 4.919616e-02
BMI_Overweight 7.122603e-01 7.929532e-02
BMI_Class 1 Obesity -1.170519e-01 3.207412e-01
BMI_Class 2 Obesity -2.126203e-01 -2.202496e-01
BMI_Class 3 Obesity -5.257318e-01 -1.510093e-01
GenHlth_Excellent -1.165346e-01 -4.853126e-03
GenHlth_Very good -1.165346e-01 -4.853126e-03
GenHlth_Good -1.165346e-01 -4.853126e-03
GenHlth_Fair -1.165346e-01 -4.853126e-03
GenHlth_Poor -1.165346e-01 -4.853126e-03
MentHlth_0 -1.229505e-02 -3.618969e-02
MentHlth_1-5 -1.229505e-02 -3.618969e-02
MentHlth_6-10 -1.229505e-02 -3.618969e-02
MentHlth_11-15 -1.229505e-02 -3.618969e-02
MentHlth_16-20 -1.229505e-02 -3.618969e-02
MentHlth_21-25 -1.229505e-02 -3.618969e-02
MentHlth_26-30 -1.229505e-02 -3.618969e-02
PhysHlth_0 1.641395e-02 1.661759e-02
PhysHlth_1-5 1.641395e-02 1.661759e-02
PhysHlth_6-10 1.641395e-02 1.661759e-02
PhysHlth_11-15 1.641395e-02 1.661759e-02
PhysHlth_16-20 1.641395e-02 1.661759e-02
PhysHlth_21-25 1.641395e-02 1.661759e-02
PhysHlth_26-30 1.641395e-02 1.661759e-02
Education_Never attended school or only kinderg... 4.641309e-02 6.650547e-02
Education_Elementary 4.641309e-02 6.650547e-02
Education_Some high school 4.641309e-02 6.650547e-02
Education_High school graduate 4.641309e-02 6.650547e-02
Education_Some college or technical school 4.641309e-02 6.650547e-02
Education_College graduate 4.641309e-02 6.650547e-02
Income_Less than $10,000 4.016104e-02 -1.119936e-01
Income_$10,000-$14,999 4.016104e-02 -1.119936e-01
Income_$15,000-$19,999 4.016104e-02 -1.119936e-01
Income_$20,000-$24,999 4.016104e-02 -1.119936e-01
Income_$25,000-$34,999 4.016104e-02 -1.119936e-01
Income_$35,000-$49,999 4.016104e-02 -1.119936e-01
Income_$50,000-$74,999 4.016104e-02 -1.119936e-01
Income_$75,000 or more 4.016104e-02 -1.119936e-01
Sex_Female 1.355253e-20 0.000000e+00
Sex_Male 3.982200e-02 6.913558e-03
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 3.982200e-02 6.913558e-03
[58 rows x 58 columns]
PCA Results for Subset_39:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.691311 0.062479 0.284863 0.817003 0.453973 0.538143 -0.773250
1 0.095350 0.251744 0.092244 0.773479 0.305588 -0.364758 0.397422
2 -0.849889 -0.384084 0.574288 1.019875 -0.082373 -0.340977 -0.344722
3 -0.015929 -1.235117 0.144661 -0.535957 0.129600 -0.033610 -0.063725
4 -0.338440 -0.956959 -0.545479 0.586838 0.187641 -0.222183 -0.059381
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.203977 -0.489806 0.206680 ... 0.0 0.0 0.0 0.0 1.387779e-16
1 -0.481732 -0.044531 0.494983 ... 0.0 0.0 0.0 0.0 8.326673e-17
2 -0.286953 -0.183355 0.355260 ... 0.0 0.0 0.0 0.0 1.387779e-16
3 -0.746650 -0.586650 0.355446 ... 0.0 0.0 0.0 0.0 2.775558e-17
4 -0.598903 -0.664275 0.448577 ... 0.0 0.0 0.0 0.0 -3.053113e-16
PC54 PC55 PC56 PC57 PC58
0 -2.220446e-16 -3.330669e-16 2.220446e-16 -5.551115e-17 -1.457168e-16
1 2.220446e-16 0.000000e+00 -1.110223e-16 1.110223e-16 6.245005e-17
2 0.000000e+00 0.000000e+00 -1.110223e-16 -5.551115e-17 -1.457168e-16
3 -1.110223e-16 -1.110223e-16 -5.551115e-17 5.551115e-17 -1.040834e-16
4 0.000000e+00 7.771561e-16 -3.885781e-16 -5.551115e-17 6.938894e-18
[5 rows x 58 columns]
For Subset_39, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_40:
[1.15212259e-01 7.40915294e-02 6.45942070e-02 5.94187724e-02
5.67850528e-02 5.28130061e-02 4.70174927e-02 4.53514326e-02
4.11123283e-02 3.90632318e-02 3.77620594e-02 3.47040111e-02
3.37453214e-02 2.94300680e-02 2.54957908e-02 2.36066141e-02
2.18419679e-02 1.99467393e-02 1.83504790e-02 1.71930754e-02
1.65358633e-02 1.37533504e-02 1.26285016e-02 1.23641474e-02
1.11380091e-02 1.02801949e-02 9.97443228e-03 7.65853193e-03
7.01560280e-03 6.50541742e-03 6.44184892e-03 5.62201153e-03
4.59650129e-03 4.41991236e-03 3.78608794e-03 3.39711692e-03
1.85186871e-03 1.79904051e-03 1.78768164e-03 8.14969317e-04
9.34712846e-05 1.04208931e-17 1.02991738e-17 4.35824503e-18
2.65166712e-18 3.61067159e-19 8.54058156e-22 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_40:
[0.11521226 0.18930379 0.253898 0.31331677 0.37010182 0.42291483
0.46993232 0.51528375 0.55639608 0.59545931 0.63322137 0.66792538
0.7016707 0.73110077 0.75659656 0.78020318 0.80204514 0.82199188
0.84034236 0.85753544 0.8740713 0.88782465 0.90045315 0.9128173
0.92395531 0.93423551 0.94420994 0.95186847 0.95888407 0.96538949
0.97183134 0.97745335 0.98204985 0.98646976 0.99025585 0.99365297
0.99550484 0.99730388 0.99909156 0.99990653 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_40:
PC1 \
HighBP -3.098013e-01
HighChol -2.000996e-01
CholCheck -8.393679e-03
Smoker -1.374451e-01
Stroke -6.823674e-02
HeartDiseaseorAttack -1.264580e-01
PhysActivity 2.446545e-01
Fruits 1.552585e-01
Veggies 1.390755e-01
HvyAlcoholConsump 3.404681e-02
AnyHealthcare 5.754042e-03
NoDocbcCost -3.212150e-02
DiffWalk -2.511422e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight -1.801651e-19
BMI_Overweight -5.169879e-26
BMI_Class 1 Obesity 6.462349e-27
BMI_Class 2 Obesity -8.077936e-28
BMI_Class 3 Obesity -4.038968e-28
GenHlth_Excellent 2.454178e-01
GenHlth_Very good 1.882004e-01
GenHlth_Good -1.902641e-01
GenHlth_Fair -1.595912e-01
GenHlth_Poor -8.376281e-02
MentHlth_0 1.599394e-01
MentHlth_1-5 -5.884367e-02
MentHlth_6-10 -2.803254e-02
MentHlth_11-15 -1.994855e-02
MentHlth_16-20 -8.337309e-03
MentHlth_21-25 -2.796253e-03
MentHlth_26-30 -4.198103e-02
PhysHlth_0 3.200076e-01
PhysHlth_1-5 -8.093535e-02
PhysHlth_6-10 -4.607755e-02
PhysHlth_11-15 -3.631640e-02
PhysHlth_16-20 -1.922320e-02
PhysHlth_21-25 -9.181812e-03
PhysHlth_26-30 -1.282733e-01
Education_Never attended school or only kinderg... -2.860164e-04
Education_Elementary -1.657986e-02
Education_Some high school -3.942802e-02
Education_High school graduate -2.490898e-01
Education_Some college or technical school -1.004367e-01
Education_College graduate 4.058204e-01
Income_Less than $10,000 -3.689846e-02
Income_$10,000-$14,999 -6.640674e-02
Income_$15,000-$19,999 -8.190233e-02
Income_$20,000-$24,999 -8.318090e-02
Income_$25,000-$34,999 -5.321800e-02
Income_$35,000-$49,999 2.448932e-04
Income_$50,000-$74,999 6.701422e-02
Income_$75,000 or more 2.543473e-01
Sex_Female -1.801652e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -1.801652e-19
PC2 \
HighBP -2.022263e-02
HighChol 8.807865e-02
CholCheck 5.338792e-03
Smoker 8.032122e-03
Stroke 2.881761e-02
HeartDiseaseorAttack 4.363720e-02
PhysActivity -2.808934e-02
Fruits 6.482424e-02
Veggies 5.609529e-02
HvyAlcoholConsump 2.177665e-02
AnyHealthcare 1.345877e-04
NoDocbcCost 1.457639e-02
DiffWalk 1.454530e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 6.886333e-19
BMI_Overweight -5.421011e-20
BMI_Class 1 Obesity -2.710505e-20
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 1.694066e-21
GenHlth_Excellent 2.655862e-02
GenHlth_Very good -2.294330e-01
GenHlth_Good 5.325397e-02
GenHlth_Fair 9.479940e-02
GenHlth_Poor 5.482097e-02
MentHlth_0 -2.980320e-01
MentHlth_1-5 1.983348e-01
MentHlth_6-10 3.087435e-02
MentHlth_11-15 1.814743e-02
MentHlth_16-20 8.538069e-03
MentHlth_21-25 3.339817e-03
MentHlth_26-30 3.879749e-02
PhysHlth_0 -4.800591e-01
PhysHlth_1-5 2.583976e-01
PhysHlth_6-10 5.468999e-02
PhysHlth_11-15 3.458395e-02
PhysHlth_16-20 1.656210e-02
PhysHlth_21-25 8.407704e-03
PhysHlth_26-30 1.074178e-01
Education_Never attended school or only kinderg... -1.675972e-04
Education_Elementary 2.502877e-03
Education_Some high school 1.724256e-03
Education_High school graduate -2.967464e-01
Education_Some college or technical school -2.094677e-01
Education_College graduate 5.021546e-01
Income_Less than $10,000 1.866108e-03
Income_$10,000-$14,999 -5.245068e-03
Income_$15,000-$19,999 -3.590802e-02
Income_$20,000-$24,999 -4.958868e-02
Income_$25,000-$34,999 -7.431749e-02
Income_$35,000-$49,999 -7.384631e-02
Income_$50,000-$74,999 1.960169e-02
Income_$75,000 or more 2.174378e-01
Sex_Female 3.085577e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 3.085577e-19
PC3 \
HighBP 5.912385e-02
HighChol 1.939162e-01
CholCheck 9.311458e-03
Smoker 9.765603e-02
Stroke -9.538557e-05
HeartDiseaseorAttack -1.214991e-02
PhysActivity 4.333971e-02
Fruits -8.582918e-03
Veggies 2.487968e-02
HvyAlcoholConsump 2.064534e-02
AnyHealthcare 7.356535e-04
NoDocbcCost -5.055561e-04
DiffWalk -2.040292e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 1.749843e-18
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 1.734723e-18
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 2.168404e-19
GenHlth_Excellent -3.594088e-01
GenHlth_Very good 7.441004e-01
GenHlth_Good -3.900461e-01
GenHlth_Fair -3.177142e-04
GenHlth_Poor 5.672197e-03
MentHlth_0 -1.685078e-01
MentHlth_1-5 1.346599e-01
MentHlth_6-10 1.343695e-02
MentHlth_11-15 7.892203e-03
MentHlth_16-20 2.383980e-03
MentHlth_21-25 1.901985e-03
MentHlth_26-30 8.232788e-03
PhysHlth_0 -1.477756e-01
PhysHlth_1-5 1.260344e-01
PhysHlth_6-10 7.702974e-03
PhysHlth_11-15 6.342141e-03
PhysHlth_16-20 2.235477e-03
PhysHlth_21-25 -1.489226e-05
PhysHlth_26-30 5.475551e-03
Education_Never attended school or only kinderg... -3.608458e-05
Education_Elementary -5.854361e-03
Education_Some high school -9.722069e-03
Education_High school graduate -9.736012e-02
Education_Some college or technical school 1.058501e-01
Education_College graduate 7.122569e-03
Income_Less than $10,000 -1.389354e-02
Income_$10,000-$14,999 -1.545098e-02
Income_$15,000-$19,999 -1.952871e-02
Income_$20,000-$24,999 -2.605726e-02
Income_$25,000-$34,999 1.337272e-02
Income_$35,000-$49,999 4.681381e-02
Income_$50,000-$74,999 3.133352e-02
Income_$75,000 or more -1.658958e-02
Sex_Female 1.540331e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.540331e-19
PC4 \
HighBP -2.790587e-01
HighChol -2.607766e-01
CholCheck -1.496544e-02
Smoker 2.141113e-01
Stroke -4.175809e-03
HeartDiseaseorAttack -2.416369e-02
PhysActivity 8.134289e-03
Fruits 3.035381e-03
Veggies 3.704147e-02
HvyAlcoholConsump 2.384362e-02
AnyHealthcare 8.631431e-04
NoDocbcCost 6.926747e-03
DiffWalk 3.006007e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 1.622813e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 3.469447e-18
BMI_Class 2 Obesity -8.673617e-19
BMI_Class 3 Obesity 4.336809e-19
GenHlth_Excellent 1.380968e-01
GenHlth_Very good -1.242485e-01
GenHlth_Good -4.877939e-02
GenHlth_Fair 2.097451e-02
GenHlth_Poor 1.395654e-02
MentHlth_0 -9.590670e-02
MentHlth_1-5 5.962191e-02
MentHlth_6-10 7.372473e-03
MentHlth_11-15 9.616087e-03
MentHlth_16-20 3.102358e-03
MentHlth_21-25 2.227619e-03
MentHlth_26-30 1.396625e-02
PhysHlth_0 -1.215038e-01
PhysHlth_1-5 6.914191e-02
PhysHlth_6-10 4.748272e-03
PhysHlth_11-15 1.224015e-02
PhysHlth_16-20 2.999466e-03
PhysHlth_21-25 5.826423e-04
PhysHlth_26-30 3.179131e-02
Education_Never attended school or only kinderg... -8.676516e-05
Education_Elementary -4.856233e-03
Education_Some high school -9.936011e-04
Education_High school graduate -4.322533e-01
Education_Some college or technical school 6.923946e-01
Education_College graduate -2.542046e-01
Income_Less than $10,000 -6.308069e-03
Income_$10,000-$14,999 -1.156486e-02
Income_$15,000-$19,999 -2.638862e-02
Income_$20,000-$24,999 -3.750889e-03
Income_$25,000-$34,999 -3.041916e-03
Income_$35,000-$49,999 2.331599e-02
Income_$50,000-$74,999 2.796191e-02
Income_$75,000 or more -2.235565e-04
Sex_Female 9.187485e-20
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 9.187485e-20
PC5 \
HighBP 4.810230e-01
HighChol 5.450273e-01
CholCheck 2.338498e-02
Smoker -8.089995e-02
Stroke 1.723882e-02
HeartDiseaseorAttack 6.046998e-02
PhysActivity 1.361317e-01
Fruits 1.257998e-01
Veggies 9.423183e-02
HvyAlcoholConsump 1.065377e-02
AnyHealthcare 6.359587e-03
NoDocbcCost -1.564217e-02
DiffWalk -7.081509e-02
BMI_Underweight -1.387779e-17
BMI_Healthy weight 2.955693e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.887650e-02
GenHlth_Very good -7.281835e-02
GenHlth_Good 2.492942e-01
GenHlth_Fair -7.209451e-02
GenHlth_Poor -4.550485e-02
MentHlth_0 1.819115e-01
MentHlth_1-5 -1.088296e-01
MentHlth_6-10 -2.342343e-02
MentHlth_11-15 -1.122978e-02
MentHlth_16-20 -3.582379e-03
MentHlth_21-25 -1.248948e-03
MentHlth_26-30 -3.359740e-02
PhysHlth_0 1.541762e-01
PhysHlth_1-5 -5.438717e-02
PhysHlth_6-10 -1.439933e-02
PhysHlth_11-15 -1.366627e-02
PhysHlth_16-20 -7.851895e-03
PhysHlth_21-25 -4.592486e-03
PhysHlth_26-30 -5.927902e-02
Education_Never attended school or only kinderg... -1.358787e-04
Education_Elementary 3.432558e-03
Education_Some high school -6.865935e-03
Education_High school graduate -3.825344e-01
Education_Some college or technical school 3.011481e-01
Education_College graduate 8.495554e-02
Income_Less than $10,000 -1.335488e-02
Income_$10,000-$14,999 -2.724948e-02
Income_$15,000-$19,999 -3.173187e-02
Income_$20,000-$24,999 -2.920902e-02
Income_$25,000-$34,999 -3.298132e-02
Income_$35,000-$49,999 1.187796e-02
Income_$50,000-$74,999 4.757302e-02
Income_$75,000 or more 7.507560e-02
Sex_Female -3.054383e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -3.054383e-19
PC6 \
HighBP 5.186175e-02
HighChol 1.835112e-01
CholCheck -4.508564e-03
Smoker 7.827350e-01
Stroke 1.913093e-02
HeartDiseaseorAttack 3.544496e-02
PhysActivity -1.145119e-01
Fruits -2.890792e-01
Veggies -8.753035e-02
HvyAlcoholConsump 9.957211e-02
AnyHealthcare 1.490120e-03
NoDocbcCost 5.476175e-03
DiffWalk 5.219156e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -1.599805e-16
BMI_Overweight -1.110223e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 1.644650e-01
GenHlth_Very good -5.946031e-02
GenHlth_Good -1.949304e-01
GenHlth_Fair 5.720795e-02
GenHlth_Poor 3.271773e-02
MentHlth_0 3.353591e-02
MentHlth_1-5 -5.697612e-02
MentHlth_6-10 3.944816e-03
MentHlth_11-15 5.163964e-04
MentHlth_16-20 1.953045e-03
MentHlth_21-25 -3.755065e-05
MentHlth_26-30 1.706350e-02
PhysHlth_0 2.099857e-01
PhysHlth_1-5 -2.149275e-01
PhysHlth_6-10 -2.365423e-02
PhysHlth_11-15 -6.731511e-03
PhysHlth_16-20 -2.547840e-04
PhysHlth_21-25 2.667674e-04
PhysHlth_26-30 3.531558e-02
Education_Never attended school or only kinderg... 9.154328e-05
Education_Elementary -1.867517e-03
Education_Some high school 2.547963e-02
Education_High school graduate -4.564580e-02
Education_Some college or technical school -1.173719e-01
Education_College graduate 1.393140e-01
Income_Less than $10,000 2.975244e-03
Income_$10,000-$14,999 1.240779e-02
Income_$15,000-$19,999 -5.592618e-03
Income_$20,000-$24,999 -3.777093e-02
Income_$25,000-$34,999 -3.338395e-02
Income_$35,000-$49,999 -5.101819e-02
Income_$50,000-$74,999 -3.036591e-02
Income_$75,000 or more 1.427486e-01
Sex_Female 5.530864e-20
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 5.530864e-20
PC7 \
HighBP 1.602474e-01
HighChol -2.581301e-01
CholCheck 4.519811e-03
Smoker 3.595450e-02
Stroke 2.626560e-02
HeartDiseaseorAttack 4.846506e-02
PhysActivity -1.450150e-01
Fruits 6.632326e-02
Veggies -1.111376e-02
HvyAlcoholConsump -2.664549e-03
AnyHealthcare 2.016166e-03
NoDocbcCost -1.248657e-03
DiffWalk 1.492442e-01
BMI_Underweight 1.387779e-16
BMI_Healthy weight 5.896852e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.571234e-02
GenHlth_Very good 7.497344e-02
GenHlth_Good -1.767079e-01
GenHlth_Fair 1.048526e-01
GenHlth_Poor 5.259428e-02
MentHlth_0 6.177276e-01
MentHlth_1-5 -4.987428e-01
MentHlth_6-10 -4.592488e-02
MentHlth_11-15 -2.471442e-02
MentHlth_16-20 -8.986076e-03
MentHlth_21-25 -4.731375e-03
MentHlth_26-30 -3.462804e-02
PhysHlth_0 -3.296772e-01
PhysHlth_1-5 1.592500e-01
PhysHlth_6-10 3.446184e-02
PhysHlth_11-15 1.885613e-02
PhysHlth_16-20 6.413403e-03
PhysHlth_21-25 5.567363e-03
PhysHlth_26-30 1.051284e-01
Education_Never attended school or only kinderg... 6.910525e-05
Education_Elementary 7.877174e-03
Education_Some high school 1.836192e-02
Education_High school graduate -9.381351e-02
Education_Some college or technical school -1.365831e-02
Education_College graduate 8.116362e-02
Income_Less than $10,000 1.132041e-02
Income_$10,000-$14,999 1.133016e-02
Income_$15,000-$19,999 8.343885e-04
Income_$20,000-$24,999 -1.343081e-02
Income_$25,000-$34,999 -7.759768e-04
Income_$35,000-$49,999 -7.381484e-03
Income_$50,000-$74,999 -4.705244e-02
Income_$75,000 or more 4.515576e-02
Sex_Female -7.232621e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -7.232621e-19
PC8 \
HighBP -9.485062e-02
HighChol -2.124488e-01
CholCheck -2.624514e-03
Smoker 4.422024e-01
Stroke -2.958444e-02
HeartDiseaseorAttack -5.441619e-02
PhysActivity 1.710482e-01
Fruits 2.869740e-02
Veggies 6.033365e-02
HvyAlcoholConsump 3.417831e-02
AnyHealthcare -1.614369e-04
NoDocbcCost -1.682906e-02
DiffWalk -1.764324e-01
BMI_Underweight 2.359224e-16
BMI_Healthy weight 6.224760e-17
BMI_Overweight -8.326673e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent -3.619471e-01
GenHlth_Very good 1.048997e-01
GenHlth_Good 5.984619e-01
GenHlth_Fair -2.503153e-01
GenHlth_Poor -9.109919e-02
MentHlth_0 8.707172e-02
MentHlth_1-5 -1.502510e-02
MentHlth_6-10 -1.673421e-02
MentHlth_11-15 -1.439907e-02
MentHlth_16-20 -3.555136e-03
MentHlth_21-25 -1.510284e-03
MentHlth_26-30 -3.584792e-02
PhysHlth_0 -7.034448e-02
PhysHlth_1-5 2.246871e-01
PhysHlth_6-10 1.071597e-02
PhysHlth_11-15 -1.192724e-02
PhysHlth_16-20 -1.448057e-02
PhysHlth_21-25 -6.749192e-03
PhysHlth_26-30 -1.319016e-01
Education_Never attended school or only kinderg... -2.273423e-04
Education_Elementary -1.678959e-02
Education_Some high school -2.372570e-02
Education_High school graduate 4.093632e-02
Education_Some college or technical school -7.816791e-02
Education_College graduate 7.797422e-02
Income_Less than $10,000 -2.453924e-02
Income_$10,000-$14,999 -2.604729e-02
Income_$15,000-$19,999 -2.853159e-02
Income_$20,000-$24,999 4.503498e-03
Income_$25,000-$34,999 3.767126e-02
Income_$35,000-$49,999 6.095189e-02
Income_$50,000-$74,999 3.199977e-02
Income_$75,000 or more -5.600829e-02
Sex_Female -2.732256e-19
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -2.732256e-19
PC9 \
HighBP -5.162836e-01
HighChol 5.924412e-01
CholCheck 5.776827e-04
Smoker 2.999307e-02
Stroke -2.916775e-02
HeartDiseaseorAttack -4.413850e-02
PhysActivity 1.598356e-01
Fruits -6.178124e-02
Veggies -4.868055e-03
HvyAlcoholConsump -2.343805e-02
AnyHealthcare 4.817539e-04
NoDocbcCost -2.914410e-03
DiffWalk -1.373382e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight -1.607311e-17
BMI_Overweight -1.387779e-17
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent 1.854588e-01
GenHlth_Very good -7.424845e-02
GenHlth_Good -6.175302e-02
GenHlth_Fair -2.970507e-02
GenHlth_Poor -1.975224e-02
MentHlth_0 2.187026e-01
MentHlth_1-5 -1.506959e-01
MentHlth_6-10 -2.273921e-02
MentHlth_11-15 -1.056934e-02
MentHlth_16-20 -5.228944e-03
MentHlth_21-25 -1.534394e-03
MentHlth_26-30 -2.793472e-02
PhysHlth_0 -2.468638e-01
PhysHlth_1-5 2.597600e-01
PhysHlth_6-10 1.567544e-02
PhysHlth_11-15 1.311378e-03
PhysHlth_16-20 -4.278126e-03
PhysHlth_21-25 -8.996616e-04
PhysHlth_26-30 -2.470524e-02
Education_Never attended school or only kinderg... -1.479961e-04
Education_Elementary -1.429430e-02
Education_Some high school -3.505804e-02
Education_High school graduate 1.776785e-01
Education_Some college or technical school -7.892591e-03
Education_College graduate -1.202856e-01
Income_Less than $10,000 -1.221251e-02
Income_$10,000-$14,999 -1.654967e-02
Income_$15,000-$19,999 -1.927363e-02
Income_$20,000-$24,999 -1.627536e-02
Income_$25,000-$34,999 3.574392e-02
Income_$35,000-$49,999 -1.220560e-02
Income_$50,000-$74,999 1.485272e-01
Income_$75,000 or more -1.077544e-01
Sex_Female -4.095533e-19
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -4.095533e-19
PC10 ... PC49 \
HighBP 1.606447e-01 ... 0.0
HighChol -1.628558e-02 ... 0.0
CholCheck 8.105093e-03 ... 0.0
Smoker 3.071078e-01 ... 0.0
Stroke 1.921382e-02 ... 0.0
HeartDiseaseorAttack 4.847583e-02 ... 0.0
PhysActivity 2.047052e-01 ... 0.0
Fruits 7.479495e-01 ... 0.0
Veggies 3.261807e-01 ... 0.0
HvyAlcoholConsump -2.069089e-03 ... 0.0
AnyHealthcare 4.639642e-03 ... 0.0
NoDocbcCost -2.230826e-03 ... 0.0
DiffWalk 3.593955e-02 ... 0.0
BMI_Underweight 5.551115e-17 ... 0.0
BMI_Healthy weight 2.288796e-17 ... 0.0
BMI_Overweight 3.469447e-17 ... 0.0
BMI_Class 1 Obesity 5.551115e-17 ... 0.0
BMI_Class 2 Obesity 0.000000e+00 ... 0.0
BMI_Class 3 Obesity -1.387779e-17 ... 0.0
GenHlth_Excellent 1.706047e-01 ... 0.0
GenHlth_Very good -7.649770e-02 ... 0.0
GenHlth_Good -1.812985e-01 ... 0.0
GenHlth_Fair 6.788118e-02 ... 0.0
GenHlth_Poor 1.931038e-02 ... 0.0
MentHlth_0 -6.796935e-02 ... 0.0
MentHlth_1-5 5.153924e-02 ... 0.0
MentHlth_6-10 1.090303e-02 ... 0.0
MentHlth_11-15 1.962425e-03 ... 0.0
MentHlth_16-20 -1.629695e-04 ... 0.0
MentHlth_21-25 -1.294010e-03 ... 0.0
MentHlth_26-30 5.021637e-03 ... 0.0
PhysHlth_0 -4.479434e-02 ... 0.0
PhysHlth_1-5 -1.470573e-02 ... 0.0
PhysHlth_6-10 1.282244e-02 ... 0.0
PhysHlth_11-15 1.363180e-02 ... 0.0
PhysHlth_16-20 6.143747e-03 ... 0.0
PhysHlth_21-25 1.576721e-03 ... 0.0
PhysHlth_26-30 2.532537e-02 ... 0.0
Education_Never attended school or only kinderg... -1.028122e-03 ... 0.0
Education_Elementary -1.471951e-02 ... 0.0
Education_Some high school -3.321574e-02 ... 0.0
Education_High school graduate 2.116962e-01 ... 0.0
Education_Some college or technical school -5.405401e-02 ... 0.0
Education_College graduate -1.086788e-01 ... 0.0
Income_Less than $10,000 -1.279163e-02 ... 0.0
Income_$10,000-$14,999 -1.704666e-03 ... 0.0
Income_$15,000-$19,999 1.849420e-02 ... 0.0
Income_$20,000-$24,999 1.494801e-02 ... 0.0
Income_$25,000-$34,999 3.713917e-02 ... 0.0
Income_$35,000-$49,999 1.802279e-02 ... 0.0
Income_$50,000-$74,999 5.844381e-02 ... 0.0
Income_$75,000 or more -1.325517e-01 ... 0.0
Sex_Female 2.066741e-19 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 2.066741e-19 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 -0.000000e+00
HighChol 0.0 0.0 5.640911e-23
CholCheck 0.0 0.0 -4.411071e-22
Smoker 0.0 0.0 -4.289174e-22
Stroke 0.0 0.0 -7.327825e-21
HeartDiseaseorAttack 0.0 0.0 -1.237827e-20
PhysActivity 0.0 0.0 4.768069e-21
Fruits 0.0 0.0 1.530496e-21
Veggies 0.0 0.0 4.610708e-22
HvyAlcoholConsump 0.0 0.0 -3.898888e-22
AnyHealthcare 0.0 0.0 -1.696227e-19
NoDocbcCost 0.0 0.0 1.620757e-20
DiffWalk 0.0 0.0 -5.994978e-21
BMI_Underweight 0.0 0.0 -3.609014e-12
BMI_Healthy weight 0.0 0.0 -3.171441e-11
BMI_Overweight 0.0 0.0 -3.582085e-11
BMI_Class 1 Obesity 0.0 0.0 -1.499237e-11
BMI_Class 2 Obesity 0.0 0.0 -1.665388e-11
BMI_Class 3 Obesity 0.0 0.0 -3.085039e-11
GenHlth_Excellent 0.0 0.0 1.560488e-11
GenHlth_Very good 0.0 0.0 1.560488e-11
GenHlth_Good 0.0 0.0 1.560488e-11
GenHlth_Fair 0.0 0.0 1.560489e-11
GenHlth_Poor 0.0 0.0 1.560489e-11
MentHlth_0 0.0 0.0 -3.649643e-13
MentHlth_1-5 0.0 0.0 -3.649643e-13
MentHlth_6-10 0.0 0.0 -3.649644e-13
MentHlth_11-15 0.0 0.0 -3.649642e-13
MentHlth_16-20 0.0 0.0 -3.649644e-13
MentHlth_21-25 0.0 0.0 -3.649643e-13
MentHlth_26-30 0.0 0.0 -3.649642e-13
PhysHlth_0 0.0 0.0 8.640788e-12
PhysHlth_1-5 0.0 0.0 8.640788e-12
PhysHlth_6-10 0.0 0.0 8.640788e-12
PhysHlth_11-15 0.0 0.0 8.640788e-12
PhysHlth_16-20 0.0 0.0 8.640788e-12
PhysHlth_21-25 0.0 0.0 8.640789e-12
PhysHlth_26-30 0.0 0.0 8.640788e-12
Education_Never attended school or only kinderg... 0.0 0.0 5.572018e-12
Education_Elementary 0.0 0.0 5.572018e-12
Education_Some high school 0.0 0.0 5.572018e-12
Education_High school graduate 0.0 0.0 5.572018e-12
Education_Some college or technical school 0.0 0.0 5.572018e-12
Education_College graduate 0.0 0.0 5.572018e-12
Income_Less than $10,000 0.0 0.0 -2.568643e-11
Income_$10,000-$14,999 0.0 0.0 -2.568643e-11
Income_$15,000-$19,999 0.0 0.0 -2.568643e-11
Income_$20,000-$24,999 0.0 0.0 -2.568643e-11
Income_$25,000-$34,999 0.0 0.0 -2.568643e-11
Income_$35,000-$49,999 0.0 0.0 -2.568643e-11
Income_$50,000-$74,999 0.0 0.0 -2.568643e-11
Income_$75,000 or more 0.0 0.0 -2.568643e-11
Sex_Female 0.0 0.0 7.071068e-01
Sex_Male 0.0 0.0 -0.000000e+00
Age_18-29 0.0 1.0 -0.000000e+00
Age_30-49 1.0 0.0 -0.000000e+00
Age_50-64 0.0 0.0 -0.000000e+00
Age_65+ 0.0 0.0 -7.071068e-01
PC53 \
HighBP 0.000000e+00
HighChol -8.127656e-17
CholCheck 1.221602e-16
Smoker -8.898688e-17
Stroke -4.007576e-16
HeartDiseaseorAttack 4.491795e-17
PhysActivity -1.023322e-16
Fruits -1.271310e-16
Veggies 1.655207e-16
HvyAlcoholConsump 2.444027e-16
AnyHealthcare 3.981627e-15
NoDocbcCost -1.112023e-16
DiffWalk -1.492465e-17
BMI_Underweight 1.324380e-01
BMI_Healthy weight -7.090263e-02
BMI_Overweight 1.581752e-01
BMI_Class 1 Obesity 9.224289e-02
BMI_Class 2 Obesity 1.865395e-01
BMI_Class 3 Obesity 2.029716e-01
GenHlth_Excellent -2.464052e-01
GenHlth_Very good -2.464052e-01
GenHlth_Good -2.464052e-01
GenHlth_Fair -2.464052e-01
GenHlth_Poor -2.464052e-01
MentHlth_0 -1.308858e-01
MentHlth_1-5 -1.308858e-01
MentHlth_6-10 -1.308858e-01
MentHlth_11-15 -1.308858e-01
MentHlth_16-20 -1.308858e-01
MentHlth_21-25 -1.308858e-01
MentHlth_26-30 -1.308858e-01
PhysHlth_0 9.887481e-02
PhysHlth_1-5 9.887481e-02
PhysHlth_6-10 9.887481e-02
PhysHlth_11-15 9.887481e-02
PhysHlth_16-20 9.887481e-02
PhysHlth_21-25 9.887481e-02
PhysHlth_26-30 9.887481e-02
Education_Never attended school or only kinderg... 5.699189e-02
Education_Elementary 5.699189e-02
Education_Some high school 5.699189e-02
Education_High school graduate 5.699189e-02
Education_Some college or technical school 5.699189e-02
Education_College graduate 5.699189e-02
Income_Less than $10,000 1.519027e-01
Income_$10,000-$14,999 1.519027e-01
Income_$15,000-$19,999 1.519027e-01
Income_$20,000-$24,999 1.519027e-01
Income_$25,000-$34,999 1.519027e-01
Income_$35,000-$49,999 1.519027e-01
Income_$50,000-$74,999 1.519027e-01
Income_$75,000 or more 1.519027e-01
Sex_Female 2.931702e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 2.931702e-01
PC54 \
HighBP 0.000000e+00
HighChol 6.095742e-17
CholCheck 1.937802e-16
Smoker 7.981459e-17
Stroke -6.511172e-17
HeartDiseaseorAttack -6.646541e-17
PhysActivity 4.547788e-17
Fruits 1.944098e-16
Veggies 4.579406e-17
HvyAlcoholConsump -4.667560e-17
AnyHealthcare -1.933461e-15
NoDocbcCost 3.840271e-16
DiffWalk 8.191140e-17
BMI_Underweight -1.054815e-01
BMI_Healthy weight 8.265174e-02
BMI_Overweight 1.767969e-01
BMI_Class 1 Obesity 3.913525e-01
BMI_Class 2 Obesity 1.102134e-01
BMI_Class 3 Obesity -2.719889e-02
GenHlth_Excellent 6.378298e-02
GenHlth_Very good 6.378298e-02
GenHlth_Good 6.378298e-02
GenHlth_Fair 6.378298e-02
GenHlth_Poor 6.378298e-02
MentHlth_0 1.845015e-01
MentHlth_1-5 1.845015e-01
MentHlth_6-10 1.845015e-01
MentHlth_11-15 1.845015e-01
MentHlth_16-20 1.845015e-01
MentHlth_21-25 1.845015e-01
MentHlth_26-30 1.845015e-01
PhysHlth_0 2.614293e-01
PhysHlth_1-5 2.614293e-01
PhysHlth_6-10 2.614293e-01
PhysHlth_11-15 2.614293e-01
PhysHlth_16-20 2.614293e-01
PhysHlth_21-25 2.614293e-01
PhysHlth_26-30 2.614293e-01
Education_Never attended school or only kinderg... -6.336757e-02
Education_Elementary -6.336757e-02
Education_Some high school -6.336757e-02
Education_High school graduate -6.336757e-02
Education_Some college or technical school -6.336757e-02
Education_College graduate -6.336757e-02
Income_Less than $10,000 4.816436e-02
Income_$10,000-$14,999 4.816436e-02
Income_$15,000-$19,999 4.816436e-02
Income_$20,000-$24,999 4.816436e-02
Income_$25,000-$34,999 4.816436e-02
Income_$35,000-$49,999 4.816436e-02
Income_$50,000-$74,999 4.816436e-02
Income_$75,000 or more 4.816436e-02
Sex_Female -5.023264e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -5.023264e-02
PC55 \
HighBP 1.283618e-16
HighChol -2.139726e-16
CholCheck -2.167042e-16
Smoker 7.432058e-17
Stroke -3.386447e-16
HeartDiseaseorAttack 3.257233e-17
PhysActivity 5.496797e-17
Fruits 8.830570e-17
Veggies 5.207245e-17
HvyAlcoholConsump 5.318685e-17
AnyHealthcare 7.407652e-16
NoDocbcCost 4.749518e-16
DiffWalk -1.878933e-17
BMI_Underweight 3.132597e-02
BMI_Healthy weight 8.309315e-03
BMI_Overweight 1.983357e-02
BMI_Class 1 Obesity -4.763042e-03
BMI_Class 2 Obesity -2.198614e-02
BMI_Class 3 Obesity -9.540819e-03
GenHlth_Excellent -5.394038e-02
GenHlth_Very good -5.394038e-02
GenHlth_Good -5.394038e-02
GenHlth_Fair -5.394038e-02
GenHlth_Poor -5.394038e-02
MentHlth_0 2.028393e-01
MentHlth_1-5 2.028393e-01
MentHlth_6-10 2.028393e-01
MentHlth_11-15 2.028393e-01
MentHlth_16-20 2.028393e-01
MentHlth_21-25 2.028393e-01
MentHlth_26-30 2.028393e-01
PhysHlth_0 -7.381006e-02
PhysHlth_1-5 -7.381006e-02
PhysHlth_6-10 -7.381006e-02
PhysHlth_11-15 -7.381006e-02
PhysHlth_16-20 -7.381006e-02
PhysHlth_21-25 -7.381006e-02
PhysHlth_26-30 -7.381006e-02
Education_Never attended school or only kinderg... 3.265706e-01
Education_Elementary 3.265706e-01
Education_Some high school 3.265706e-01
Education_High school graduate 3.265706e-01
Education_Some college or technical school 3.265706e-01
Education_College graduate 3.265706e-01
Income_Less than $10,000 4.657864e-02
Income_$10,000-$14,999 4.657864e-02
Income_$15,000-$19,999 4.657864e-02
Income_$20,000-$24,999 4.657864e-02
Income_$25,000-$34,999 4.657864e-02
Income_$35,000-$49,999 4.657864e-02
Income_$50,000-$74,999 4.657864e-02
Income_$75,000 or more 4.657864e-02
Sex_Female 3.371773e-03
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 3.371773e-03
PC56 \
HighBP -0.000000e+00
HighChol 5.841753e-17
CholCheck 6.467150e-17
Smoker 4.289143e-17
Stroke -7.400757e-16
HeartDiseaseorAttack 2.016383e-16
PhysActivity 9.288547e-17
Fruits 5.131033e-17
Veggies -2.428253e-19
HvyAlcoholConsump 2.760817e-16
AnyHealthcare -1.048386e-15
NoDocbcCost -4.306353e-17
DiffWalk 6.563751e-18
BMI_Underweight 4.441163e-01
BMI_Healthy weight -3.808377e-01
BMI_Overweight 5.025123e-01
BMI_Class 1 Obesity 3.982126e-01
BMI_Class 2 Obesity 4.418194e-02
BMI_Class 3 Obesity 6.100942e-02
GenHlth_Excellent 1.796084e-01
GenHlth_Very good 1.796084e-01
GenHlth_Good 1.796084e-01
GenHlth_Fair 1.796084e-01
GenHlth_Poor 1.796084e-01
MentHlth_0 -3.783005e-02
MentHlth_1-5 -3.783005e-02
MentHlth_6-10 -3.783005e-02
MentHlth_11-15 -3.783005e-02
MentHlth_16-20 -3.783005e-02
MentHlth_21-25 -3.783005e-02
MentHlth_26-30 -3.783005e-02
PhysHlth_0 -9.709707e-02
PhysHlth_1-5 -9.709707e-02
PhysHlth_6-10 -9.709707e-02
PhysHlth_11-15 -9.709707e-02
PhysHlth_16-20 -9.709707e-02
PhysHlth_21-25 -9.709707e-02
PhysHlth_26-30 -9.709707e-02
Education_Never attended school or only kinderg... 1.456979e-02
Education_Elementary 1.456979e-02
Education_Some high school 1.456979e-02
Education_High school graduate 1.456979e-02
Education_Some college or technical school 1.456979e-02
Education_College graduate 1.456979e-02
Income_Less than $10,000 1.637716e-02
Income_$10,000-$14,999 1.637716e-02
Income_$15,000-$19,999 1.637716e-02
Income_$20,000-$24,999 1.637716e-02
Income_$25,000-$34,999 1.637716e-02
Income_$35,000-$49,999 1.637716e-02
Income_$50,000-$74,999 1.637716e-02
Income_$75,000 or more 1.637716e-02
Sex_Female 1.070897e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.070897e-02
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.320744e-16 2.285903e-17
CholCheck 1.494435e-16 -3.044795e-17
Smoker 1.066503e-16 -3.658816e-17
Stroke 9.286421e-17 1.648165e-16
HeartDiseaseorAttack -1.078701e-16 -2.692627e-17
PhysActivity 6.981961e-17 1.653344e-17
Fruits 1.568626e-16 -1.552845e-17
Veggies 5.413107e-17 7.749223e-17
HvyAlcoholConsump 4.783891e-17 9.786785e-17
AnyHealthcare -2.158968e-15 -2.010467e-15
NoDocbcCost 2.603100e-16 3.080682e-17
DiffWalk 1.317266e-16 2.562959e-17
BMI_Underweight 5.252730e-01 1.331752e-01
BMI_Healthy weight 2.230629e-01 -4.421395e-01
BMI_Overweight -1.939566e-01 -5.578267e-01
BMI_Class 1 Obesity -4.035478e-01 7.254775e-02
BMI_Class 2 Obesity -2.054307e-01 2.151188e-03
BMI_Class 3 Obesity -8.165012e-02 5.811259e-01
GenHlth_Excellent 1.820570e-01 6.851827e-05
GenHlth_Very good 1.820570e-01 6.851827e-05
GenHlth_Good 1.820570e-01 6.851827e-05
GenHlth_Fair 1.820570e-01 6.851827e-05
GenHlth_Poor 1.820570e-01 6.851827e-05
MentHlth_0 -3.029562e-02 1.018856e-01
MentHlth_1-5 -3.029562e-02 1.018856e-01
MentHlth_6-10 -3.029562e-02 1.018856e-01
MentHlth_11-15 -3.029562e-02 1.018856e-01
MentHlth_16-20 -3.029562e-02 1.018856e-01
MentHlth_21-25 -3.029562e-02 1.018856e-01
MentHlth_26-30 -3.029562e-02 1.018856e-01
PhysHlth_0 1.030359e-01 -2.416487e-02
PhysHlth_1-5 1.030359e-01 -2.416487e-02
PhysHlth_6-10 1.030359e-01 -2.416487e-02
PhysHlth_11-15 1.030359e-01 -2.416487e-02
PhysHlth_16-20 1.030359e-01 -2.416487e-02
PhysHlth_21-25 1.030359e-01 -2.416487e-02
PhysHlth_26-30 1.030359e-01 -2.416487e-02
Education_Never attended school or only kinderg... 3.529220e-02 -8.049114e-02
Education_Elementary 3.529220e-02 -8.049114e-02
Education_Some high school 3.529220e-02 -8.049114e-02
Education_High school graduate 3.529220e-02 -8.049114e-02
Education_Some college or technical school 3.529220e-02 -8.049114e-02
Education_College graduate 3.529220e-02 -8.049114e-02
Income_Less than $10,000 1.461739e-01 4.598007e-02
Income_$10,000-$14,999 1.461739e-01 4.598007e-02
Income_$15,000-$19,999 1.461739e-01 4.598007e-02
Income_$20,000-$24,999 1.461739e-01 4.598007e-02
Income_$25,000-$34,999 1.461739e-01 4.598007e-02
Income_$35,000-$49,999 1.461739e-01 4.598007e-02
Income_$50,000-$74,999 1.461739e-01 4.598007e-02
Income_$75,000 or more 1.461739e-01 4.598007e-02
Sex_Female 7.799868e-03 -6.808536e-03
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ 7.799868e-03 -6.808536e-03
[58 rows x 58 columns]
PCA Results for Subset_40:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.211593 -0.312219 1.005656 0.309383 0.646667 -0.535823 -1.103057
1 -0.518649 -0.599497 -0.628340 -0.917962 0.573316 -0.476877 -0.304158
2 -1.551415 -0.086447 -0.558996 -0.828906 0.136860 -0.216718 -0.590675
3 -0.606957 -0.668512 0.631464 -0.396271 0.189808 1.003575 0.185459
4 0.301201 -0.272503 0.662317 0.851655 -0.180435 -0.906919 0.441813
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 -0.476035 -0.434006 0.214964 ... 0.0 0.0 0.0 0.0 -5.551115e-17
1 0.205693 0.130461 0.259951 ... 0.0 0.0 0.0 0.0 -1.110223e-16
2 -0.376006 -0.478790 -0.097861 ... 0.0 0.0 0.0 0.0 -5.551115e-16
3 -0.170408 -0.157964 -0.851888 ... 0.0 0.0 0.0 0.0 5.551115e-17
4 0.041918 0.286577 0.052209 ... 0.0 0.0 0.0 0.0 1.110223e-16
PC54 PC55 PC56 PC57 PC58
0 2.220446e-16 -5.551115e-17 0.000000e+00 -1.110223e-16 -3.330669e-16
1 3.330669e-16 1.110223e-16 1.665335e-16 0.000000e+00 -1.665335e-16
2 -2.220446e-16 -7.771561e-16 -9.992007e-16 -1.110223e-16 -5.551115e-17
3 0.000000e+00 -1.110223e-16 1.665335e-16 -8.881784e-16 -5.551115e-16
4 2.220446e-16 -1.110223e-16 -1.110223e-16 -2.220446e-16 -1.665335e-16
[5 rows x 58 columns]
For Subset_40, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_41:
[1.16149562e-01 7.62735637e-02 6.55467779e-02 6.13732857e-02
5.22829641e-02 4.98021835e-02 4.73116060e-02 4.61105034e-02
4.40295139e-02 4.02927647e-02 3.71440533e-02 3.65443593e-02
3.55814432e-02 3.23106052e-02 3.03564575e-02 2.61187984e-02
2.49253309e-02 2.18587956e-02 1.77613150e-02 1.71099521e-02
1.28842039e-02 1.27721068e-02 1.19542313e-02 1.01319763e-02
9.49231101e-03 8.51313500e-03 7.52683415e-03 6.94516912e-03
6.62432030e-03 6.34672480e-03 5.53906512e-03 4.78625441e-03
3.36790870e-03 3.25889525e-03 2.69608610e-03 2.50387440e-03
2.05580711e-03 1.60639818e-03 1.36624056e-03 5.93804714e-04
1.50817799e-04 1.88858380e-17 1.22780324e-17 8.12175848e-18
3.96603735e-18 3.94200298e-18 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_41:
[0.11614956 0.19242313 0.2579699 0.31934319 0.37162615 0.42142834
0.46873994 0.51485045 0.55887996 0.59917272 0.63631678 0.67286114
0.70844258 0.74075319 0.77110964 0.79722844 0.82215377 0.84401257
0.86177388 0.87888384 0.89176804 0.90454015 0.91649438 0.92662635
0.93611866 0.9446318 0.95215863 0.9591038 0.96572812 0.97207485
0.97761391 0.98240017 0.98576808 0.98902697 0.99172306 0.99422693
0.99628274 0.99788914 0.99925538 0.99984918 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_41:
PC1 \
HighBP -1.802265e-01
HighChol -9.580346e-02
CholCheck -2.793326e-03
Smoker -2.057683e-01
Stroke -6.434754e-02
HeartDiseaseorAttack -1.728324e-01
PhysActivity 1.967432e-01
Fruits 1.509005e-01
Veggies 1.339542e-01
HvyAlcoholConsump 2.927523e-03
AnyHealthcare 6.405037e-03
NoDocbcCost -3.404101e-02
DiffWalk -2.021779e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight 0.000000e+00
BMI_Overweight -5.169879e-26
BMI_Class 1 Obesity 1.292470e-26
BMI_Class 2 Obesity 1.615587e-27
BMI_Class 3 Obesity 1.009742e-28
GenHlth_Excellent 1.495296e-01
GenHlth_Very good 2.619832e-01
GenHlth_Good -1.827541e-01
GenHlth_Fair -1.562004e-01
GenHlth_Poor -7.255833e-02
MentHlth_0 1.159548e-01
MentHlth_1-5 -4.410904e-02
MentHlth_6-10 -1.855003e-02
MentHlth_11-15 -1.161078e-02
MentHlth_16-20 -6.522377e-03
MentHlth_21-25 -2.874400e-03
MentHlth_26-30 -3.228814e-02
PhysHlth_0 2.680161e-01
PhysHlth_1-5 -7.120445e-02
PhysHlth_6-10 -3.218933e-02
PhysHlth_11-15 -3.140273e-02
PhysHlth_16-20 -1.278677e-02
PhysHlth_21-25 -7.644672e-03
PhysHlth_26-30 -1.127882e-01
Education_Never attended school or only kinderg... -2.869174e-04
Education_Elementary -2.345309e-02
Education_Some high school -3.856788e-02
Education_High school graduate -2.579032e-01
Education_Some college or technical school -1.607120e-01
Education_College graduate 4.809230e-01
Income_Less than $10,000 -1.587945e-02
Income_$10,000-$14,999 -3.673528e-02
Income_$15,000-$19,999 -5.457490e-02
Income_$20,000-$24,999 -7.360338e-02
Income_$25,000-$34,999 -9.419866e-02
Income_$35,000-$49,999 -9.369290e-02
Income_$50,000-$74,999 -1.098406e-02
Income_$75,000 or more 3.796686e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC2 \
HighBP -2.320095e-01
HighChol -3.036694e-01
CholCheck -1.182630e-02
Smoker 3.591047e-02
Stroke -5.885798e-02
HeartDiseaseorAttack -1.851391e-01
PhysActivity 9.970850e-03
Fruits -8.613996e-02
Veggies -4.323914e-02
HvyAlcoholConsump -3.957893e-03
AnyHealthcare -2.372489e-03
NoDocbcCost -1.404848e-02
DiffWalk -1.673188e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight -1.355253e-20
BMI_Overweight 1.694066e-21
BMI_Class 1 Obesity 4.235165e-22
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 4.667574e-02
GenHlth_Very good 2.297106e-01
GenHlth_Good -1.008750e-01
GenHlth_Fair -1.111341e-01
GenHlth_Poor -6.437728e-02
MentHlth_0 1.827614e-01
MentHlth_1-5 -1.049604e-01
MentHlth_6-10 -1.995185e-02
MentHlth_11-15 -1.248021e-02
MentHlth_16-20 -7.106627e-03
MentHlth_21-25 -2.549300e-03
MentHlth_26-30 -3.571296e-02
PhysHlth_0 4.647665e-01
PhysHlth_1-5 -2.370971e-01
PhysHlth_6-10 -5.592594e-02
PhysHlth_11-15 -3.343080e-02
PhysHlth_16-20 -1.097815e-02
PhysHlth_21-25 -8.467425e-03
PhysHlth_26-30 -1.188671e-01
Education_Never attended school or only kinderg... 5.669365e-04
Education_Elementary 1.021485e-03
Education_Some high school 3.971828e-03
Education_High school graduate 2.027196e-01
Education_Some college or technical school 2.167235e-01
Education_College graduate -4.250034e-01
Income_Less than $10,000 -2.199324e-03
Income_$10,000-$14,999 -3.273822e-03
Income_$15,000-$19,999 1.417524e-02
Income_$20,000-$24,999 2.450001e-02
Income_$25,000-$34,999 5.044239e-02
Income_$35,000-$49,999 1.073981e-01
Income_$50,000-$74,999 7.273189e-02
Income_$75,000 or more -2.637745e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP 1.958888e-01
HighChol 2.424615e-01
CholCheck 7.376061e-03
Smoker 1.301302e-01
Stroke 1.622016e-02
HeartDiseaseorAttack 6.189940e-02
PhysActivity -1.479269e-02
Fruits -7.528300e-02
Veggies -2.358058e-02
HvyAlcoholConsump 1.153741e-02
AnyHealthcare 1.656146e-03
NoDocbcCost 1.291972e-02
DiffWalk 4.411803e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 8.673617e-19
BMI_Overweight 2.168404e-19
BMI_Class 1 Obesity -5.421011e-20
BMI_Class 2 Obesity 1.355253e-20
BMI_Class 3 Obesity -3.388132e-21
GenHlth_Excellent -1.768765e-01
GenHlth_Very good 6.410774e-01
GenHlth_Good -6.091139e-01
GenHlth_Fair 1.007177e-01
GenHlth_Poor 4.419528e-02
MentHlth_0 -6.918209e-02
MentHlth_1-5 3.470312e-02
MentHlth_6-10 9.588768e-03
MentHlth_11-15 5.008543e-03
MentHlth_16-20 2.839595e-03
MentHlth_21-25 2.271661e-03
MentHlth_26-30 1.477040e-02
PhysHlth_0 -1.480834e-01
PhysHlth_1-5 5.901923e-02
PhysHlth_6-10 1.136750e-02
PhysHlth_11-15 7.515295e-03
PhysHlth_16-20 5.476734e-03
PhysHlth_21-25 2.467660e-03
PhysHlth_26-30 6.223696e-02
Education_Never attended school or only kinderg... -7.206659e-04
Education_Elementary -3.092240e-03
Education_Some high school -2.989344e-03
Education_High school graduate 2.957668e-03
Education_Some college or technical school 7.640937e-02
Education_College graduate -7.256478e-02
Income_Less than $10,000 1.422024e-03
Income_$10,000-$14,999 4.195176e-03
Income_$15,000-$19,999 -3.137001e-03
Income_$20,000-$24,999 -5.155995e-04
Income_$25,000-$34,999 -3.458983e-03
Income_$35,000-$49,999 -1.433162e-02
Income_$50,000-$74,999 2.081246e-02
Income_$75,000 or more -4.986457e-03
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC4 \
HighBP 4.876982e-01
HighChol 5.405895e-01
CholCheck 1.429563e-02
Smoker 1.874771e-01
Stroke 3.525971e-03
HeartDiseaseorAttack 1.140875e-01
PhysActivity 9.153955e-02
Fruits -8.841089e-02
Veggies 1.023723e-02
HvyAlcoholConsump 2.321194e-02
AnyHealthcare 3.699565e-03
NoDocbcCost -2.216403e-02
DiffWalk -1.402595e-01
BMI_Underweight 8.673617e-19
BMI_Healthy weight -8.673617e-19
BMI_Overweight 8.673617e-19
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 1.355253e-20
GenHlth_Excellent -1.059019e-01
GenHlth_Very good 1.554269e-02
GenHlth_Good 2.883078e-01
GenHlth_Fair -1.323989e-01
GenHlth_Poor -6.554968e-02
MentHlth_0 1.382816e-01
MentHlth_1-5 -7.500130e-02
MentHlth_6-10 -1.453762e-02
MentHlth_11-15 -1.395938e-02
MentHlth_16-20 -6.175090e-03
MentHlth_21-25 -1.378654e-03
MentHlth_26-30 -2.722952e-02
PhysHlth_0 4.169020e-01
PhysHlth_1-5 -2.023462e-01
PhysHlth_6-10 -4.433454e-02
PhysHlth_11-15 -2.596278e-02
PhysHlth_16-20 -1.211223e-02
PhysHlth_21-25 -6.999824e-03
PhysHlth_26-30 -1.251464e-01
Education_Never attended school or only kinderg... 3.043988e-04
Education_Elementary -1.353294e-02
Education_Some high school 8.506213e-05
Education_High school graduate -3.834884e-02
Education_Some college or technical school 3.715994e-02
Education_College graduate 1.433238e-02
Income_Less than $10,000 -8.637401e-03
Income_$10,000-$14,999 -1.147063e-02
Income_$15,000-$19,999 -2.025028e-02
Income_$20,000-$24,999 -1.665111e-02
Income_$25,000-$34,999 -1.832922e-02
Income_$35,000-$49,999 1.706182e-02
Income_$50,000-$74,999 -6.001646e-03
Income_$75,000 or more 6.427847e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC5 \
HighBP 5.833154e-02
HighChol 3.286834e-02
CholCheck 4.951813e-03
Smoker -3.520084e-02
Stroke -4.254232e-03
HeartDiseaseorAttack 3.764541e-02
PhysActivity 2.032678e-01
Fruits 6.697461e-01
Veggies 3.291557e-01
HvyAlcoholConsump -1.285662e-02
AnyHealthcare 1.562866e-03
NoDocbcCost -4.406872e-03
DiffWalk -2.567646e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent -5.579401e-02
GenHlth_Very good 3.438590e-02
GenHlth_Good 8.125184e-02
GenHlth_Fair -5.325808e-02
GenHlth_Poor -6.585647e-03
MentHlth_0 -1.044173e-02
MentHlth_1-5 1.904955e-02
MentHlth_6-10 -3.065215e-03
MentHlth_11-15 -1.206287e-03
MentHlth_16-20 -2.505788e-04
MentHlth_21-25 -2.171795e-04
MentHlth_26-30 -3.868567e-03
PhysHlth_0 -9.809668e-02
PhysHlth_1-5 1.013288e-01
PhysHlth_6-10 9.159166e-03
PhysHlth_11-15 7.449374e-04
PhysHlth_16-20 -1.155280e-03
PhysHlth_21-25 -9.136660e-04
PhysHlth_26-30 -1.106728e-02
Education_Never attended school or only kinderg... 2.737512e-04
Education_Elementary -1.005553e-02
Education_Some high school -1.800526e-02
Education_High school graduate -2.726881e-01
Education_Some college or technical school 4.460242e-01
Education_College graduate -1.455491e-01
Income_Less than $10,000 -7.980749e-03
Income_$10,000-$14,999 -1.175489e-02
Income_$15,000-$19,999 -2.274148e-02
Income_$20,000-$24,999 -3.064311e-02
Income_$25,000-$34,999 -1.189709e-03
Income_$35,000-$49,999 6.760110e-02
Income_$50,000-$74,999 1.739681e-01
Income_$75,000 or more -1.672593e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP -1.900439e-01
HighChol -4.104819e-02
CholCheck -2.852297e-03
Smoker 4.486218e-01
Stroke -6.087695e-03
HeartDiseaseorAttack -1.881765e-02
PhysActivity -8.300411e-03
Fruits -2.335380e-01
Veggies 5.733573e-03
HvyAlcoholConsump 2.938375e-02
AnyHealthcare 3.729535e-03
NoDocbcCost 1.769853e-03
DiffWalk 1.335696e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent 1.120657e-01
GenHlth_Very good -1.090021e-01
GenHlth_Good -1.657937e-02
GenHlth_Fair 1.433938e-03
GenHlth_Poor 1.208181e-02
MentHlth_0 -3.220671e-02
MentHlth_1-5 1.965696e-02
MentHlth_6-10 2.706155e-03
MentHlth_11-15 3.088323e-03
MentHlth_16-20 -5.952663e-04
MentHlth_21-25 6.368308e-04
MentHlth_26-30 6.713708e-03
PhysHlth_0 -3.340088e-02
PhysHlth_1-5 3.999661e-03
PhysHlth_6-10 3.458535e-03
PhysHlth_11-15 7.110349e-03
PhysHlth_16-20 -1.347796e-03
PhysHlth_21-25 -1.091413e-03
PhysHlth_26-30 2.127155e-02
Education_Never attended school or only kinderg... -5.321995e-04
Education_Elementary 6.032516e-04
Education_Some high school 1.281146e-02
Education_High school graduate -3.305638e-01
Education_Some college or technical school 4.814432e-01
Education_College graduate -1.637619e-01
Income_Less than $10,000 -2.357936e-03
Income_$10,000-$14,999 5.394863e-04
Income_$15,000-$19,999 -8.428276e-03
Income_$20,000-$24,999 -1.639384e-02
Income_$25,000-$34,999 -2.829062e-03
Income_$35,000-$49,999 -1.181569e-01
Income_$50,000-$74,999 -3.027393e-01
Income_$75,000 or more 4.503658e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 2.510881e-02
HighChol -7.696301e-02
CholCheck 9.914700e-04
Smoker 4.994861e-01
Stroke 2.543033e-02
HeartDiseaseorAttack 1.090159e-01
PhysActivity -3.831031e-02
Fruits 4.831353e-01
Veggies 2.023229e-01
HvyAlcoholConsump 1.554253e-02
AnyHealthcare 2.797242e-03
NoDocbcCost 2.155169e-03
DiffWalk 1.031104e-01
BMI_Underweight 1.249001e-16
BMI_Healthy weight -7.806256e-17
BMI_Overweight -1.144917e-16
BMI_Class 1 Obesity 1.249001e-16
BMI_Class 2 Obesity -1.387779e-16
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent 1.406228e-01
GenHlth_Very good -1.200703e-01
GenHlth_Good -1.992467e-01
GenHlth_Fair 1.303855e-01
GenHlth_Poor 4.830863e-02
MentHlth_0 6.550225e-02
MentHlth_1-5 -6.809075e-02
MentHlth_6-10 -6.514397e-03
MentHlth_11-15 -7.208623e-04
MentHlth_16-20 1.293952e-03
MentHlth_21-25 -1.096174e-03
MentHlth_26-30 9.625989e-03
PhysHlth_0 1.188379e-01
PhysHlth_1-5 -1.877215e-01
PhysHlth_6-10 -2.315537e-03
PhysHlth_11-15 5.245561e-03
PhysHlth_16-20 3.778627e-03
PhysHlth_21-25 -8.144913e-04
PhysHlth_26-30 6.298946e-02
Education_Never attended school or only kinderg... -2.207700e-04
Education_Elementary 3.376436e-03
Education_Some high school 1.020389e-02
Education_High school graduate 3.451737e-01
Education_Some college or technical school -3.236879e-01
Education_College graduate -3.484541e-02
Income_Less than $10,000 6.006680e-03
Income_$10,000-$14,999 1.273761e-02
Income_$15,000-$19,999 2.301772e-02
Income_$20,000-$24,999 3.352685e-02
Income_$25,000-$34,999 1.370641e-02
Income_$35,000-$49,999 -2.643531e-02
Income_$50,000-$74,999 -2.031929e-01
Income_$75,000 or more 1.406329e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP -1.661242e-01
HighChol -1.401226e-01
CholCheck -5.845367e-03
Smoker 6.563498e-01
Stroke -2.686568e-02
HeartDiseaseorAttack -6.068239e-02
PhysActivity 9.786036e-02
Fruits -1.145519e-01
Veggies -3.303651e-03
HvyAlcoholConsump 3.334106e-02
AnyHealthcare 1.373774e-03
NoDocbcCost -1.717831e-02
DiffWalk -7.933246e-02
BMI_Underweight 8.326673e-17
BMI_Healthy weight -8.326673e-17
BMI_Overweight -1.110223e-16
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -1.531907e-01
GenHlth_Very good 1.290401e-01
GenHlth_Good 1.842751e-01
GenHlth_Fair -1.276883e-01
GenHlth_Poor -3.243627e-02
MentHlth_0 -4.634585e-02
MentHlth_1-5 5.530233e-02
MentHlth_6-10 3.353156e-03
MentHlth_11-15 -5.930816e-04
MentHlth_16-20 -1.516517e-03
MentHlth_21-25 -1.937253e-03
MentHlth_26-30 -8.262781e-03
PhysHlth_0 -8.417270e-02
PhysHlth_1-5 1.368677e-01
PhysHlth_6-10 1.099350e-02
PhysHlth_11-15 1.779379e-03
PhysHlth_16-20 -3.547307e-03
PhysHlth_21-25 -2.712902e-03
PhysHlth_26-30 -5.920766e-02
Education_Never attended school or only kinderg... 3.529158e-05
Education_Elementary -1.368002e-02
Education_Some high school 7.679439e-03
Education_High school graduate -1.199772e-01
Education_Some college or technical school -1.616247e-01
Education_College graduate 2.875672e-01
Income_Less than $10,000 -8.386126e-03
Income_$10,000-$14,999 -1.716139e-02
Income_$15,000-$19,999 -2.884086e-02
Income_$20,000-$24,999 -3.764127e-02
Income_$25,000-$34,999 -4.054998e-02
Income_$35,000-$49,999 8.003519e-03
Income_$50,000-$74,999 3.979900e-01
Income_$75,000 or more -2.734139e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC9 \
HighBP -7.715680e-02
HighChol 2.056804e-01
CholCheck -5.705342e-03
Smoker 6.239368e-03
Stroke 2.779906e-02
HeartDiseaseorAttack 1.200583e-01
PhysActivity -1.061666e-01
Fruits -7.947361e-02
Veggies -3.310740e-02
HvyAlcoholConsump 4.534753e-03
AnyHealthcare -1.183767e-03
NoDocbcCost 1.445494e-02
DiffWalk 1.259256e-01
BMI_Underweight -8.326673e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.040834e-16
BMI_Class 2 Obesity 1.110223e-16
BMI_Class 3 Obesity -1.110223e-16
GenHlth_Excellent 3.927441e-01
GenHlth_Very good -3.144413e-01
GenHlth_Good -3.591413e-01
GenHlth_Fair 2.149148e-01
GenHlth_Poor 6.592362e-02
MentHlth_0 -9.226647e-03
MentHlth_1-5 -2.664427e-02
MentHlth_6-10 2.375591e-04
MentHlth_11-15 6.624889e-03
MentHlth_16-20 3.151236e-03
MentHlth_21-25 1.785723e-03
MentHlth_26-30 2.407151e-02
PhysHlth_0 1.817083e-01
PhysHlth_1-5 -2.765109e-01
PhysHlth_6-10 -1.063548e-02
PhysHlth_11-15 4.535049e-03
PhysHlth_16-20 5.324435e-03
PhysHlth_21-25 2.642796e-03
PhysHlth_26-30 9.293584e-02
Education_Never attended school or only kinderg... 8.196575e-05
Education_Elementary 1.646005e-02
Education_Some high school 1.363209e-02
Education_High school graduate -2.774766e-01
Education_Some college or technical school 1.012089e-01
Education_College graduate 1.460936e-01
Income_Less than $10,000 6.876246e-03
Income_$10,000-$14,999 1.059073e-02
Income_$15,000-$19,999 -2.323036e-03
Income_$20,000-$24,999 -5.321951e-03
Income_$25,000-$34,999 -1.556103e-02
Income_$35,000-$49,999 -1.207626e-01
Income_$50,000-$74,999 3.928747e-01
Income_$75,000 or more -2.663730e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC10 ... PC49 \
HighBP -6.390996e-01 ... 0.0
HighChol 6.455321e-01 ... 0.0
CholCheck -1.644794e-03 ... 0.0
Smoker -2.046319e-02 ... 0.0
Stroke -3.401007e-02 ... 0.0
HeartDiseaseorAttack -1.355573e-02 ... 0.0
PhysActivity 1.309554e-01 ... 0.0
Fruits 2.436913e-02 ... 0.0
Veggies 8.238709e-02 ... 0.0
HvyAlcoholConsump -5.684632e-03 ... 0.0
AnyHealthcare 1.741836e-03 ... 0.0
NoDocbcCost -3.243039e-03 ... 0.0
DiffWalk -1.195446e-01 ... 0.0
BMI_Underweight 2.775558e-17 ... 0.0
BMI_Healthy weight 2.602085e-17 ... 0.0
BMI_Overweight 2.775558e-17 ... 0.0
BMI_Class 1 Obesity 1.387779e-17 ... 0.0
BMI_Class 2 Obesity -2.775558e-17 ... 0.0
BMI_Class 3 Obesity 1.040834e-17 ... 0.0
GenHlth_Excellent 7.010897e-02 ... 0.0
GenHlth_Very good -6.566880e-03 ... 0.0
GenHlth_Good 2.908046e-02 ... 0.0
GenHlth_Fair -7.366518e-02 ... 0.0
GenHlth_Poor -1.895736e-02 ... 0.0
MentHlth_0 -7.805664e-02 ... 0.0
MentHlth_1-5 7.851612e-02 ... 0.0
MentHlth_6-10 5.465162e-03 ... 0.0
MentHlth_11-15 -1.492934e-03 ... 0.0
MentHlth_16-20 -7.046521e-04 ... 0.0
MentHlth_21-25 5.550992e-04 ... 0.0
MentHlth_26-30 -4.282156e-03 ... 0.0
PhysHlth_0 -6.277377e-02 ... 0.0
PhysHlth_1-5 1.086473e-01 ... 0.0
PhysHlth_6-10 1.155310e-02 ... 0.0
PhysHlth_11-15 4.548553e-04 ... 0.0
PhysHlth_16-20 -2.846668e-03 ... 0.0
PhysHlth_21-25 -3.088093e-03 ... 0.0
PhysHlth_26-30 -5.194671e-02 ... 0.0
Education_Never attended school or only kinderg... -8.718032e-04 ... 0.0
Education_Elementary -1.556690e-02 ... 0.0
Education_Some high school -2.318924e-02 ... 0.0
Education_High school graduate 2.538832e-01 ... 0.0
Education_Some college or technical school -7.242147e-02 ... 0.0
Education_College graduate -1.418338e-01 ... 0.0
Income_Less than $10,000 -8.301889e-03 ... 0.0
Income_$10,000-$14,999 -6.239724e-03 ... 0.0
Income_$15,000-$19,999 -1.129382e-02 ... 0.0
Income_$20,000-$24,999 -1.446882e-02 ... 0.0
Income_$25,000-$34,999 -1.600535e-03 ... 0.0
Income_$35,000-$49,999 7.380031e-03 ... 0.0
Income_$50,000-$74,999 1.408619e-02 ... 0.0
Income_$75,000 or more 2.043858e-02 ... 0.0
Sex_Female 0.000000e+00 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 1.0
Age_50-64 0.000000e+00 ... 0.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.0
HighChol 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0
Smoker 0.0 0.0 0.0
Stroke 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0
Fruits 0.0 0.0 0.0
Veggies 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0
Sex_Female 0.0 0.0 1.0
Sex_Male 0.0 1.0 0.0
Age_18-29 1.0 0.0 0.0
Age_30-49 0.0 0.0 0.0
Age_50-64 0.0 0.0 0.0
Age_65+ 0.0 0.0 0.0
PC53 \
HighBP 2.166924e-16
HighChol -1.251125e-16
CholCheck -2.348691e-15
Smoker -1.387410e-16
Stroke -6.081969e-17
HeartDiseaseorAttack 7.287001e-17
PhysActivity -7.800642e-17
Fruits 1.801174e-17
Veggies -2.793178e-16
HvyAlcoholConsump -2.354334e-16
AnyHealthcare -2.382437e-15
NoDocbcCost -1.693261e-16
DiffWalk -5.700554e-17
BMI_Underweight -7.974231e-03
BMI_Healthy weight -1.097537e-02
BMI_Overweight 3.974409e-02
BMI_Class 1 Obesity 1.046135e-02
BMI_Class 2 Obesity 1.411318e-02
BMI_Class 3 Obesity 1.297914e-03
GenHlth_Excellent 2.521827e-01
GenHlth_Very good 2.521827e-01
GenHlth_Good 2.521827e-01
GenHlth_Fair 2.521827e-01
GenHlth_Poor 2.521827e-01
MentHlth_0 4.477610e-02
MentHlth_1-5 4.477610e-02
MentHlth_6-10 4.477610e-02
MentHlth_11-15 4.477610e-02
MentHlth_16-20 4.477610e-02
MentHlth_21-25 4.477610e-02
MentHlth_26-30 4.477610e-02
PhysHlth_0 2.132259e-01
PhysHlth_1-5 2.132259e-01
PhysHlth_6-10 2.132259e-01
PhysHlth_11-15 2.132259e-01
PhysHlth_16-20 2.132259e-01
PhysHlth_21-25 2.132259e-01
PhysHlth_26-30 2.132259e-01
Education_Never attended school or only kinderg... 1.598891e-01
Education_Elementary 1.598891e-01
Education_Some high school 1.598891e-01
Education_High school graduate 1.598891e-01
Education_Some college or technical school 1.598891e-01
Education_College graduate 1.598891e-01
Income_Less than $10,000 1.558313e-01
Income_$10,000-$14,999 1.558313e-01
Income_$15,000-$19,999 1.558313e-01
Income_$20,000-$24,999 1.558313e-01
Income_$25,000-$34,999 1.558313e-01
Income_$35,000-$49,999 1.558313e-01
Income_$50,000-$74,999 1.558313e-01
Income_$75,000 or more 1.558313e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC54 \
HighBP 0.000000e+00
HighChol 0.000000e+00
CholCheck 8.523403e-16
Smoker -2.469792e-18
Stroke 8.215380e-17
HeartDiseaseorAttack 8.173693e-18
PhysActivity -8.663430e-17
Fruits -1.907501e-17
Veggies 7.869089e-17
HvyAlcoholConsump 5.256859e-17
AnyHealthcare 4.262464e-16
NoDocbcCost -1.862742e-16
DiffWalk -5.046344e-18
BMI_Underweight -6.264508e-02
BMI_Healthy weight -6.719000e-02
BMI_Overweight -1.375998e-01
BMI_Class 1 Obesity 7.677025e-02
BMI_Class 2 Obesity 4.188464e-01
BMI_Class 3 Obesity 5.044802e-01
GenHlth_Excellent -1.012935e-01
GenHlth_Very good -1.012935e-01
GenHlth_Good -1.012935e-01
GenHlth_Fair -1.012935e-01
GenHlth_Poor -1.012935e-01
MentHlth_0 -1.361921e-01
MentHlth_1-5 -1.361921e-01
MentHlth_6-10 -1.361921e-01
MentHlth_11-15 -1.361921e-01
MentHlth_16-20 -1.361921e-01
MentHlth_21-25 -1.361921e-01
MentHlth_26-30 -1.361921e-01
PhysHlth_0 1.981916e-02
PhysHlth_1-5 1.981916e-02
PhysHlth_6-10 1.981916e-02
PhysHlth_11-15 1.981916e-02
PhysHlth_16-20 1.981916e-02
PhysHlth_21-25 1.981916e-02
PhysHlth_26-30 1.981916e-02
Education_Never attended school or only kinderg... -1.033745e-01
Education_Elementary -1.033745e-01
Education_Some high school -1.033745e-01
Education_High school graduate -1.033745e-01
Education_Some college or technical school -1.033745e-01
Education_College graduate -1.033745e-01
Income_Less than $10,000 1.899980e-01
Income_$10,000-$14,999 1.899980e-01
Income_$15,000-$19,999 1.899980e-01
Income_$20,000-$24,999 1.899980e-01
Income_$25,000-$34,999 1.899980e-01
Income_$35,000-$49,999 1.899980e-01
Income_$50,000-$74,999 1.899980e-01
Income_$75,000 or more 1.899980e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC55 \
HighBP -0.000000e+00
HighChol -2.825162e-17
CholCheck -8.081428e-17
Smoker 9.663945e-17
Stroke 1.574738e-18
HeartDiseaseorAttack 2.059282e-17
PhysActivity 7.282560e-18
Fruits 2.044131e-17
Veggies 3.153726e-17
HvyAlcoholConsump 8.800626e-17
AnyHealthcare -8.809544e-16
NoDocbcCost 6.085492e-17
DiffWalk 1.139401e-16
BMI_Underweight -1.474120e-01
BMI_Healthy weight 1.904800e-01
BMI_Overweight 1.757887e-01
BMI_Class 1 Obesity 4.443106e-01
BMI_Class 2 Obesity -6.108857e-02
BMI_Class 3 Obesity 2.206098e-01
GenHlth_Excellent 4.373577e-02
GenHlth_Very good 4.373577e-02
GenHlth_Good 4.373577e-02
GenHlth_Fair 4.373577e-02
GenHlth_Poor 4.373577e-02
MentHlth_0 9.506840e-02
MentHlth_1-5 9.506840e-02
MentHlth_6-10 9.506840e-02
MentHlth_11-15 9.506840e-02
MentHlth_16-20 9.506840e-02
MentHlth_21-25 9.506840e-02
MentHlth_26-30 9.506840e-02
PhysHlth_0 1.655965e-01
PhysHlth_1-5 1.655965e-01
PhysHlth_6-10 1.655965e-01
PhysHlth_11-15 1.655965e-01
PhysHlth_16-20 1.655965e-01
PhysHlth_21-25 1.655965e-01
PhysHlth_26-30 1.655965e-01
Education_Never attended school or only kinderg... -2.318768e-01
Education_Elementary -2.318768e-01
Education_Some high school -2.318768e-01
Education_High school graduate -2.318768e-01
Education_Some college or technical school -2.318768e-01
Education_College graduate -2.318768e-01
Income_Less than $10,000 -9.610314e-02
Income_$10,000-$14,999 -9.610314e-02
Income_$15,000-$19,999 -9.610314e-02
Income_$20,000-$24,999 -9.610314e-02
Income_$25,000-$34,999 -9.610314e-02
Income_$35,000-$49,999 -9.610314e-02
Income_$50,000-$74,999 -9.610314e-02
Income_$75,000 or more -9.610314e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol -0.000000e+00
CholCheck -6.696960e-16
Smoker 3.732227e-17
Stroke -6.378777e-17
HeartDiseaseorAttack -7.178765e-18
PhysActivity 1.535162e-16
Fruits -1.095308e-16
Veggies 1.114963e-16
HvyAlcoholConsump -1.743110e-16
AnyHealthcare -4.716577e-16
NoDocbcCost -2.060928e-16
DiffWalk -4.334408e-18
BMI_Underweight -1.998899e-01
BMI_Healthy weight -4.183211e-02
BMI_Overweight -1.737889e-01
BMI_Class 1 Obesity 1.710483e-01
BMI_Class 2 Obesity 2.105875e-02
BMI_Class 3 Obesity 6.350394e-01
GenHlth_Excellent 1.561203e-01
GenHlth_Very good 1.561203e-01
GenHlth_Good 1.561203e-01
GenHlth_Fair 1.561203e-01
GenHlth_Poor 1.561203e-01
MentHlth_0 -1.704769e-02
MentHlth_1-5 -1.704769e-02
MentHlth_6-10 -1.704769e-02
MentHlth_11-15 -1.704769e-02
MentHlth_16-20 -1.704769e-02
MentHlth_21-25 -1.704769e-02
MentHlth_26-30 -1.704769e-02
PhysHlth_0 -1.082140e-01
PhysHlth_1-5 -1.082140e-01
PhysHlth_6-10 -1.082140e-01
PhysHlth_11-15 -1.082140e-01
PhysHlth_16-20 -1.082140e-01
PhysHlth_21-25 -1.082140e-01
PhysHlth_26-30 -1.082140e-01
Education_Never attended school or only kinderg... 1.505836e-01
Education_Elementary 1.505836e-01
Education_Some high school 1.505836e-01
Education_High school graduate 1.505836e-01
Education_Some college or technical school 1.505836e-01
Education_College graduate 1.505836e-01
Income_Less than $10,000 -1.383785e-01
Income_$10,000-$14,999 -1.383785e-01
Income_$15,000-$19,999 -1.383785e-01
Income_$20,000-$24,999 -1.383785e-01
Income_$25,000-$34,999 -1.383785e-01
Income_$35,000-$49,999 -1.383785e-01
Income_$50,000-$74,999 -1.383785e-01
Income_$75,000 or more -1.383785e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 8.475485e-17 -5.297178e-17
CholCheck 1.092881e-15 -7.399805e-17
Smoker -1.086610e-17 1.964549e-16
Stroke -7.155124e-17 -2.255430e-16
HeartDiseaseorAttack 2.481337e-17 2.818319e-17
PhysActivity 1.081537e-16 4.611293e-17
Fruits -1.198554e-16 7.026026e-17
Veggies -9.264245e-17 3.579739e-16
HvyAlcoholConsump -1.176388e-16 1.648014e-16
AnyHealthcare 8.347480e-16 2.813101e-16
NoDocbcCost -6.262140e-16 1.193796e-15
DiffWalk -2.465201e-17 9.828904e-17
BMI_Underweight 5.983618e-01 -4.420335e-01
BMI_Healthy weight -6.459663e-02 -1.526848e-01
BMI_Overweight -5.365340e-02 6.127673e-01
BMI_Class 1 Obesity -2.042772e-01 -5.179614e-01
BMI_Class 2 Obesity 6.164378e-02 2.819913e-01
BMI_Class 3 Obesity 9.345216e-03 4.948076e-02
GenHlth_Excellent 2.485738e-01 7.370434e-02
GenHlth_Very good 2.485738e-01 7.370434e-02
GenHlth_Good 2.485738e-01 7.370434e-02
GenHlth_Fair 2.485738e-01 7.370434e-02
GenHlth_Poor 2.485738e-01 7.370434e-02
MentHlth_0 -1.127432e-01 -3.941619e-03
MentHlth_1-5 -1.127432e-01 -3.941619e-03
MentHlth_6-10 -1.127432e-01 -3.941619e-03
MentHlth_11-15 -1.127432e-01 -3.941619e-03
MentHlth_16-20 -1.127432e-01 -3.941619e-03
MentHlth_21-25 -1.127432e-01 -3.941619e-03
MentHlth_26-30 -1.127432e-01 -3.941619e-03
PhysHlth_0 -3.686221e-02 -1.753306e-02
PhysHlth_1-5 -3.686221e-02 -1.753306e-02
PhysHlth_6-10 -3.686221e-02 -1.753306e-02
PhysHlth_11-15 -3.686221e-02 -1.753306e-02
PhysHlth_16-20 -3.686221e-02 -1.753306e-02
PhysHlth_21-25 -3.686221e-02 -1.753306e-02
PhysHlth_26-30 -3.686221e-02 -1.753306e-02
Education_Never attended school or only kinderg... -1.661163e-01 -5.213481e-02
Education_Elementary -1.661163e-01 -5.213481e-02
Education_Some high school -1.661163e-01 -5.213481e-02
Education_High school graduate -1.661163e-01 -5.213481e-02
Education_Some college or technical school -1.661163e-01 -5.213481e-02
Education_College graduate -1.661163e-01 -5.213481e-02
Income_Less than $10,000 -4.513040e-02 -3.504999e-02
Income_$10,000-$14,999 -4.513040e-02 -3.504999e-02
Income_$15,000-$19,999 -4.513040e-02 -3.504999e-02
Income_$20,000-$24,999 -4.513040e-02 -3.504999e-02
Income_$25,000-$34,999 -4.513040e-02 -3.504999e-02
Income_$35,000-$49,999 -4.513040e-02 -3.504999e-02
Income_$50,000-$74,999 -4.513040e-02 -3.504999e-02
Income_$75,000 or more -4.513040e-02 -3.504999e-02
Sex_Female 0.000000e+00 0.000000e+00
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_41:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.664867 -0.982335 0.872271 0.083331 0.268248 0.196653 0.161889
1 0.835380 -0.075378 -1.023374 -0.052943 0.024489 0.482768 0.441126
2 -0.892220 -0.015987 0.350727 0.556802 -0.582080 0.190315 0.314211
3 -0.655031 0.200926 0.947067 0.388883 0.146780 -0.719308 0.518375
4 0.922326 -0.398291 -0.486532 -1.007456 -0.639847 0.433188 -0.322779
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.341339 -0.712030 0.098793 ... 0.0 0.0 0.0 0.0 0.000000e+00
1 0.481781 -0.427034 -0.043413 ... 0.0 0.0 0.0 0.0 -2.220446e-16
2 -0.245895 0.712662 -0.217247 ... 0.0 0.0 0.0 0.0 -3.330669e-16
3 0.327264 0.190674 0.328798 ... 0.0 0.0 0.0 0.0 -2.220446e-16
4 -0.302317 0.205742 0.068037 ... 0.0 0.0 0.0 0.0 0.000000e+00
PC54 PC55 PC56 PC57 PC58
0 -1.665335e-16 -5.551115e-17 -5.551115e-17 1.387779e-16 2.220446e-16
1 -5.551115e-17 5.551115e-17 -2.775558e-17 0.000000e+00 2.220446e-16
2 3.885781e-16 2.775558e-17 3.053113e-16 7.494005e-16 -6.661338e-16
3 1.110223e-16 5.551115e-17 -8.326673e-17 -3.330669e-16 0.000000e+00
4 5.551115e-17 5.551115e-17 -1.665335e-16 1.942890e-16 -2.220446e-16
[5 rows x 58 columns]
For Subset_41, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_42:
[1.07084292e-01 7.10950876e-02 6.31850198e-02 6.08989601e-02
5.57906056e-02 4.98587176e-02 4.82348301e-02 4.39101853e-02
4.16084976e-02 3.92137172e-02 3.53725895e-02 3.39756171e-02
3.16337174e-02 3.02112168e-02 2.85923740e-02 2.50602156e-02
2.38658333e-02 2.11279413e-02 1.99393060e-02 1.93676144e-02
1.89637125e-02 1.56363759e-02 1.38668136e-02 1.18291381e-02
1.12560620e-02 1.10210953e-02 8.57413035e-03 8.10854501e-03
7.90959654e-03 6.98674694e-03 6.69954390e-03 6.44857660e-03
4.68924706e-03 4.30099174e-03 3.48353375e-03 2.86380483e-03
2.38533813e-03 2.08441610e-03 1.74905055e-03 8.85641255e-04
2.31301302e-04 8.00340904e-18 7.64813457e-18 2.85462683e-18
1.83779185e-18 1.70498376e-33 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_42:
[0.10708429 0.17817938 0.2413644 0.30226336 0.35805397 0.40791268
0.45614751 0.5000577 0.5416662 0.58087991 0.6162525 0.65022812
0.68186184 0.71207305 0.74066543 0.76572564 0.78959148 0.81071942
0.83065872 0.85002634 0.86899005 0.88462643 0.89849324 0.91032238
0.92157844 0.93259954 0.94117367 0.94928221 0.95719181 0.96417855
0.9708781 0.97732668 0.98201592 0.98631691 0.98980045 0.99266425
0.99504959 0.99713401 0.99888306 0.9997687 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_42:
PC1 \
HighBP -2.472767e-01
HighChol -1.595303e-01
CholCheck -4.692152e-03
Smoker -9.391545e-02
Stroke -7.228039e-02
HeartDiseaseorAttack -1.360958e-01
PhysActivity 2.802642e-01
Fruits 1.361928e-01
Veggies 1.370249e-01
HvyAlcoholConsump 2.124254e-02
AnyHealthcare 4.290252e-03
NoDocbcCost -4.375400e-02
DiffWalk -3.240146e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 3.308722e-24
BMI_Overweight 1.022879e-16
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 6.462349e-27
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.396506e-01
GenHlth_Very good 3.370607e-01
GenHlth_Good -1.887380e-01
GenHlth_Fair -1.995571e-01
GenHlth_Poor -8.841616e-02
MentHlth_0 2.017362e-01
MentHlth_1-5 -7.325460e-02
MentHlth_6-10 -3.357543e-02
MentHlth_11-15 -2.402414e-02
MentHlth_16-20 -1.188356e-02
MentHlth_21-25 -5.665194e-03
MentHlth_26-30 -5.333326e-02
PhysHlth_0 3.979810e-01
PhysHlth_1-5 -1.120285e-01
PhysHlth_6-10 -5.996947e-02
PhysHlth_11-15 -4.484878e-02
PhysHlth_16-20 -2.020580e-02
PhysHlth_21-25 -1.475424e-02
PhysHlth_26-30 -1.461742e-01
Education_Never attended school or only kinderg... -1.146803e-03
Education_Elementary -2.088781e-02
Education_Some high school -4.102544e-02
Education_High school graduate -2.162040e-01
Education_Some college or technical school -1.321919e-02
Education_College graduate 2.924833e-01
Income_Less than $10,000 -3.861085e-02
Income_$10,000-$14,999 -7.170125e-02
Income_$15,000-$19,999 -7.902451e-02
Income_$20,000-$24,999 -7.071198e-02
Income_$25,000-$34,999 -2.572259e-02
Income_$35,000-$49,999 2.609385e-02
Income_$50,000-$74,999 8.319264e-02
Income_$75,000 or more 1.764847e-01
Sex_Female 1.022879e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.022879e-16
PC2 \
HighBP -2.171375e-03
HighChol -9.774809e-02
CholCheck -2.980557e-03
Smoker -3.713252e-02
Stroke -9.441317e-03
HeartDiseaseorAttack -2.258686e-02
PhysActivity -9.034872e-02
Fruits -1.464871e-01
Veggies -1.355015e-01
HvyAlcoholConsump -2.344439e-02
AnyHealthcare -3.265147e-03
NoDocbcCost -1.027736e-02
DiffWalk -9.628729e-02
BMI_Underweight 2.775558e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight 1.421119e-16
BMI_Class 1 Obesity -8.673617e-19
BMI_Class 2 Obesity -2.168404e-19
BMI_Class 3 Obesity 5.421011e-20
GenHlth_Excellent -8.324223e-03
GenHlth_Very good 5.427258e-02
GenHlth_Good 5.470483e-02
GenHlth_Fair -6.603053e-02
GenHlth_Poor -3.462266e-02
MentHlth_0 2.933419e-01
MentHlth_1-5 -2.023054e-01
MentHlth_6-10 -2.893717e-02
MentHlth_11-15 -1.857716e-02
MentHlth_16-20 -8.153457e-03
MentHlth_21-25 -3.874241e-03
MentHlth_26-30 -3.149451e-02
PhysHlth_0 4.228212e-01
PhysHlth_1-5 -2.500865e-01
PhysHlth_6-10 -5.018828e-02
PhysHlth_11-15 -2.890914e-02
PhysHlth_16-20 -1.368094e-02
PhysHlth_21-25 -7.792605e-03
PhysHlth_26-30 -7.216373e-02
Education_Never attended school or only kinderg... -2.952039e-04
Education_Elementary -3.902684e-03
Education_Some high school 5.612672e-03
Education_High school graduate 4.967747e-01
Education_Some college or technical school -9.105112e-03
Education_College graduate -4.890844e-01
Income_Less than $10,000 1.036913e-02
Income_$10,000-$14,999 2.412295e-02
Income_$15,000-$19,999 5.442352e-02
Income_$20,000-$24,999 9.083939e-02
Income_$25,000-$34,999 6.569100e-02
Income_$35,000-$49,999 2.974405e-03
Income_$50,000-$74,999 -6.763151e-02
Income_$75,000 or more -1.807889e-01
Sex_Female 1.434772e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.434772e-16
PC3 \
HighBP 8.724824e-02
HighChol 3.245968e-02
CholCheck 3.069872e-03
Smoker -1.340960e-01
Stroke -1.192845e-02
HeartDiseaseorAttack -1.802578e-02
PhysActivity 8.599998e-02
Fruits 1.298653e-01
Veggies 6.718713e-02
HvyAlcoholConsump -4.225198e-03
AnyHealthcare 2.870736e-04
NoDocbcCost -1.724180e-02
DiffWalk -6.481115e-02
BMI_Underweight -1.387779e-17
BMI_Healthy weight 6.938894e-18
BMI_Overweight 2.152466e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.050255e-01
GenHlth_Very good -5.859103e-01
GenHlth_Good 6.576882e-01
GenHlth_Fair -1.257716e-01
GenHlth_Poor -5.103181e-02
MentHlth_0 1.787368e-01
MentHlth_1-5 -1.010259e-01
MentHlth_6-10 -2.159909e-02
MentHlth_11-15 -1.443929e-02
MentHlth_16-20 -5.837103e-03
MentHlth_21-25 -3.152890e-03
MentHlth_26-30 -3.268249e-02
PhysHlth_0 1.550598e-01
PhysHlth_1-5 -4.801817e-02
PhysHlth_6-10 -1.110695e-02
PhysHlth_11-15 -1.328002e-02
PhysHlth_16-20 -6.372116e-03
PhysHlth_21-25 -3.673018e-03
PhysHlth_26-30 -7.260951e-02
Education_Never attended school or only kinderg... -3.313335e-04
Education_Elementary -2.917445e-03
Education_Some high school -1.296756e-03
Education_High school graduate -7.377955e-02
Education_Some college or technical school -1.083710e-01
Education_College graduate 1.866961e-01
Income_Less than $10,000 -7.864363e-03
Income_$10,000-$14,999 -1.837151e-02
Income_$15,000-$19,999 -1.300593e-02
Income_$20,000-$24,999 -2.185014e-02
Income_$25,000-$34,999 -1.765871e-02
Income_$35,000-$49,999 -8.774855e-03
Income_$50,000-$74,999 2.081549e-02
Income_$75,000 or more 6.671002e-02
Sex_Female 2.230823e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 2.230823e-17
PC4 \
HighBP 2.679839e-02
HighChol 6.792870e-02
CholCheck -5.252141e-04
Smoker 1.943458e-01
Stroke 4.481799e-03
HeartDiseaseorAttack 1.938674e-02
PhysActivity 4.617202e-02
Fruits -1.988672e-03
Veggies 4.592029e-02
HvyAlcoholConsump 6.581622e-03
AnyHealthcare 1.839197e-04
NoDocbcCost -4.298589e-04
DiffWalk -4.890575e-02
BMI_Underweight -1.110223e-16
BMI_Healthy weight 0.000000e+00
BMI_Overweight 1.572995e-16
BMI_Class 1 Obesity 1.387779e-17
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity 1.734723e-18
GenHlth_Excellent -7.670412e-03
GenHlth_Very good -3.612101e-02
GenHlth_Good 1.247045e-01
GenHlth_Fair -6.333715e-02
GenHlth_Poor -1.757592e-02
MentHlth_0 1.192317e-02
MentHlth_1-5 9.254039e-04
MentHlth_6-10 -9.415825e-04
MentHlth_11-15 -8.324111e-04
MentHlth_16-20 3.913126e-04
MentHlth_21-25 4.620459e-05
MentHlth_26-30 -1.151210e-02
PhysHlth_0 9.128384e-02
PhysHlth_1-5 -3.911563e-02
PhysHlth_6-10 -7.107984e-03
PhysHlth_11-15 -1.199789e-02
PhysHlth_16-20 -7.023966e-04
PhysHlth_21-25 -2.620107e-03
PhysHlth_26-30 -2.973983e-02
Education_Never attended school or only kinderg... -3.769799e-04
Education_Elementary -3.646848e-03
Education_Some high school 2.609053e-03
Education_High school graduate -4.340714e-01
Education_Some college or technical school 7.774712e-01
Education_College graduate -3.419850e-01
Income_Less than $10,000 -1.201478e-02
Income_$10,000-$14,999 -9.931145e-03
Income_$15,000-$19,999 -1.265859e-02
Income_$20,000-$24,999 -6.791281e-03
Income_$25,000-$34,999 4.202505e-02
Income_$35,000-$49,999 4.741930e-02
Income_$50,000-$74,999 6.698015e-03
Income_$75,000 or more -5.474657e-02
Sex_Female 1.335613e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.335613e-16
PC5 \
HighBP 5.650893e-01
HighChol 6.932269e-01
CholCheck 2.046373e-02
Smoker 8.046807e-02
Stroke 2.309616e-02
HeartDiseaseorAttack 7.588669e-02
PhysActivity 9.171358e-02
Fruits 3.308104e-02
Veggies 4.826403e-02
HvyAlcoholConsump 1.251449e-02
AnyHealthcare 4.225265e-03
NoDocbcCost -1.279514e-02
DiffWalk -7.029431e-02
BMI_Underweight 3.469447e-18
BMI_Healthy weight 3.469447e-18
BMI_Overweight -2.146067e-16
BMI_Class 1 Obesity -3.469447e-18
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.896998e-01
GenHlth_Very good 2.544880e-01
GenHlth_Good 1.624009e-03
GenHlth_Fair -4.481295e-02
GenHlth_Poor -2.159926e-02
MentHlth_0 8.053484e-02
MentHlth_1-5 -3.545010e-02
MentHlth_6-10 -1.390780e-02
MentHlth_11-15 -5.453787e-03
MentHlth_16-20 -4.740349e-03
MentHlth_21-25 -1.509449e-03
MentHlth_26-30 -1.947335e-02
PhysHlth_0 1.624790e-01
PhysHlth_1-5 -5.606835e-02
PhysHlth_6-10 -2.458894e-02
PhysHlth_11-15 -1.700499e-02
PhysHlth_16-20 -3.785714e-03
PhysHlth_21-25 -3.446209e-03
PhysHlth_26-30 -5.758476e-02
Education_Never attended school or only kinderg... -1.129565e-03
Education_Elementary -6.304657e-03
Education_Some high school -7.976932e-04
Education_High school graduate 7.537369e-05
Education_Some college or technical school -9.476910e-02
Education_College graduate 1.029256e-01
Income_Less than $10,000 -1.025243e-02
Income_$10,000-$14,999 -1.597482e-02
Income_$15,000-$19,999 -1.161024e-02
Income_$20,000-$24,999 -2.302684e-02
Income_$25,000-$34,999 -7.993799e-03
Income_$35,000-$49,999 4.943042e-02
Income_$50,000-$74,999 3.311981e-02
Income_$75,000 or more -1.369210e-02
Sex_Female -2.035131e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -2.035131e-16
PC6 \
HighBP -1.086887e-01
HighChol 3.246625e-02
CholCheck -2.352606e-03
Smoker 7.220600e-01
Stroke 2.068308e-02
HeartDiseaseorAttack 4.306459e-02
PhysActivity -2.453276e-01
Fruits -3.376941e-01
Veggies -1.255930e-01
HvyAlcoholConsump 5.555815e-02
AnyHealthcare 1.100540e-04
NoDocbcCost 7.893908e-03
DiffWalk 8.424859e-02
BMI_Underweight -4.163336e-17
BMI_Healthy weight -0.000000e+00
BMI_Overweight 1.097251e-17
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent 1.248267e-01
GenHlth_Very good -1.397619e-01
GenHlth_Good -6.663396e-02
GenHlth_Fair 4.512585e-02
GenHlth_Poor 3.644330e-02
MentHlth_0 9.184648e-02
MentHlth_1-5 -9.707524e-02
MentHlth_6-10 -9.290897e-03
MentHlth_11-15 -1.144019e-03
MentHlth_16-20 -2.295743e-03
MentHlth_21-25 3.121896e-03
MentHlth_26-30 1.483752e-02
PhysHlth_0 1.954033e-01
PhysHlth_1-5 -2.031281e-01
PhysHlth_6-10 -2.429394e-02
PhysHlth_11-15 -1.380846e-02
PhysHlth_16-20 -6.872532e-04
PhysHlth_21-25 2.028840e-03
PhysHlth_26-30 4.448563e-02
Education_Never attended school or only kinderg... 3.476008e-04
Education_Elementary 7.561068e-03
Education_Some high school 4.172716e-02
Education_High school graduate -1.408932e-01
Education_Some college or technical school -1.387879e-01
Education_College graduate 2.300452e-01
Income_Less than $10,000 6.372269e-03
Income_$10,000-$14,999 2.013331e-02
Income_$15,000-$19,999 2.764291e-03
Income_$20,000-$24,999 -2.773753e-02
Income_$25,000-$34,999 -5.793726e-02
Income_$35,000-$49,999 -7.882932e-02
Income_$50,000-$74,999 1.215957e-02
Income_$75,000 or more 1.230747e-01
Sex_Female 3.603351e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 3.603351e-17
PC7 \
HighBP 1.938686e-01
HighChol -6.366129e-02
CholCheck 5.400842e-03
Smoker -3.739861e-01
Stroke 4.343841e-02
HeartDiseaseorAttack 8.386915e-02
PhysActivity -2.496674e-01
Fruits 5.556404e-02
Veggies -4.007603e-02
HvyAlcoholConsump -2.230926e-02
AnyHealthcare -3.745168e-03
NoDocbcCost 9.761950e-03
DiffWalk 2.905271e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight 7.261036e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent 6.020720e-02
GenHlth_Very good -6.132725e-02
GenHlth_Good -2.820086e-01
GenHlth_Fair 2.083502e-01
GenHlth_Poor 7.477844e-02
MentHlth_0 4.637360e-01
MentHlth_1-5 -3.998462e-01
MentHlth_6-10 -3.534862e-02
MentHlth_11-15 -1.011115e-02
MentHlth_16-20 -4.929701e-03
MentHlth_21-25 -2.635402e-03
MentHlth_26-30 -1.086495e-02
PhysHlth_0 -4.559323e-02
PhysHlth_1-5 -1.298848e-01
PhysHlth_6-10 1.286405e-02
PhysHlth_11-15 1.722934e-02
PhysHlth_16-20 2.824531e-03
PhysHlth_21-25 2.964615e-03
PhysHlth_26-30 1.395955e-01
Education_Never attended school or only kinderg... 1.690905e-03
Education_Elementary 2.546647e-02
Education_Some high school 4.235146e-02
Education_High school graduate -2.674765e-01
Education_Some college or technical school 9.321595e-02
Education_College graduate 1.047517e-01
Income_Less than $10,000 3.149410e-02
Income_$10,000-$14,999 1.914150e-02
Income_$15,000-$19,999 2.772115e-02
Income_$20,000-$24,999 -1.331760e-02
Income_$25,000-$34,999 -2.425381e-02
Income_$35,000-$49,999 -7.546553e-02
Income_$50,000-$74,999 -2.392918e-02
Income_$75,000 or more 5.860936e-02
Sex_Female 2.448776e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 2.448776e-17
PC8 \
HighBP -3.383265e-02
HighChol -9.769434e-02
CholCheck 4.550866e-04
Smoker 4.579702e-01
Stroke 3.509906e-03
HeartDiseaseorAttack -9.506946e-04
PhysActivity 1.753456e-01
Fruits 3.620983e-01
Veggies 1.880981e-01
HvyAlcoholConsump 1.596087e-02
AnyHealthcare 8.076328e-04
NoDocbcCost -1.819281e-02
DiffWalk -4.890148e-03
BMI_Underweight 9.367507e-17
BMI_Healthy weight -8.326673e-17
BMI_Overweight -1.518209e-16
BMI_Class 1 Obesity -2.428613e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity 1.387779e-16
GenHlth_Excellent -8.958566e-02
GenHlth_Very good 9.465023e-02
GenHlth_Good 5.449575e-02
GenHlth_Fair -4.546936e-02
GenHlth_Poor -1.409096e-02
MentHlth_0 4.349094e-01
MentHlth_1-5 -3.116575e-01
MentHlth_6-10 -3.917501e-02
MentHlth_11-15 -2.546102e-02
MentHlth_16-20 -8.896483e-03
MentHlth_21-25 -2.470620e-03
MentHlth_26-30 -4.724876e-02
PhysHlth_0 -3.552515e-01
PhysHlth_1-5 3.208669e-01
PhysHlth_6-10 2.461845e-02
PhysHlth_11-15 7.321196e-03
PhysHlth_16-20 -3.808089e-03
PhysHlth_21-25 8.905243e-04
PhysHlth_26-30 5.362516e-03
Education_Never attended school or only kinderg... -1.249638e-03
Education_Elementary -1.885747e-02
Education_Some high school -2.815404e-02
Education_High school graduate 1.589671e-01
Education_Some college or technical school -3.468147e-02
Education_College graduate -7.602444e-02
Income_Less than $10,000 -1.831382e-02
Income_$10,000-$14,999 -7.445191e-03
Income_$15,000-$19,999 -5.837111e-03
Income_$20,000-$24,999 3.098217e-02
Income_$25,000-$34,999 9.462490e-03
Income_$35,000-$49,999 4.606189e-02
Income_$50,000-$74,999 -1.438067e-02
Income_$75,000 or more -4.052976e-02
Sex_Female -1.228440e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.228440e-16
PC9 \
HighBP 1.301630e-01
HighChol -8.952762e-02
CholCheck -3.527369e-03
Smoker 1.846216e-01
Stroke 3.409549e-02
HeartDiseaseorAttack 9.554771e-02
PhysActivity 5.604372e-02
Fruits 6.447005e-01
Veggies 2.487193e-01
HvyAlcoholConsump -4.306018e-03
AnyHealthcare -1.314166e-03
NoDocbcCost 1.271695e-02
DiffWalk 1.830683e-01
BMI_Underweight 1.144917e-16
BMI_Healthy weight -1.665335e-16
BMI_Overweight 4.951731e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 1.514019e-01
GenHlth_Very good -1.678481e-01
GenHlth_Good -2.054103e-01
GenHlth_Fair 1.706251e-01
GenHlth_Poor 5.123129e-02
MentHlth_0 -2.309084e-01
MentHlth_1-5 1.458290e-01
MentHlth_6-10 2.146679e-02
MentHlth_11-15 1.948043e-02
MentHlth_16-20 4.712323e-03
MentHlth_21-25 2.782495e-03
MentHlth_26-30 3.663739e-02
PhysHlth_0 2.547715e-01
PhysHlth_1-5 -3.439083e-01
PhysHlth_6-10 -1.235431e-02
PhysHlth_11-15 1.077703e-02
PhysHlth_16-20 8.327942e-03
PhysHlth_21-25 3.798896e-03
PhysHlth_26-30 7.858718e-02
Education_Never attended school or only kinderg... -1.496340e-04
Education_Elementary 3.820617e-03
Education_Some high school 5.277330e-03
Education_High school graduate 9.119734e-02
Education_Some college or technical school -2.807409e-02
Education_College graduate -7.207156e-02
Income_Less than $10,000 1.127255e-02
Income_$10,000-$14,999 2.185775e-02
Income_$15,000-$19,999 2.653357e-02
Income_$20,000-$24,999 4.701808e-02
Income_$25,000-$34,999 2.521314e-02
Income_$35,000-$49,999 -6.184922e-02
Income_$50,000-$74,999 -3.320629e-02
Income_$75,000 or more -3.683957e-02
Sex_Female 1.547344e-16
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.547344e-16
PC10 ... PC49 \
HighBP -4.936030e-01 ... 0.0
HighChol 6.159718e-01 ... 0.0
CholCheck -1.178248e-03 ... 0.0
Smoker -9.697808e-02 ... 0.0
Stroke -2.739941e-03 ... 0.0
HeartDiseaseorAttack 3.292462e-02 ... 0.0
PhysActivity 1.951049e-01 ... 0.0
Fruits 2.604370e-03 ... 0.0
Veggies 2.869849e-02 ... 0.0
HvyAlcoholConsump -2.051903e-03 ... 0.0
AnyHealthcare 4.704764e-05 ... 0.0
NoDocbcCost 6.736270e-03 ... 0.0
DiffWalk -6.233778e-02 ... 0.0
BMI_Underweight 1.387779e-17 ... 0.0
BMI_Healthy weight 1.387779e-17 ... 0.0
BMI_Overweight -4.042226e-16 ... 0.0
BMI_Class 1 Obesity 3.621235e-17 ... 0.0
BMI_Class 2 Obesity -0.000000e+00 ... 0.0
BMI_Class 3 Obesity 2.775558e-17 ... 0.0
GenHlth_Excellent 3.084901e-01 ... 0.0
GenHlth_Very good -2.461849e-01 ... 0.0
GenHlth_Good -2.140870e-01 ... 0.0
GenHlth_Fair 1.403033e-01 ... 0.0
GenHlth_Poor 1.147849e-02 ... 0.0
MentHlth_0 7.379220e-02 ... 0.0
MentHlth_1-5 -7.570173e-02 ... 0.0
MentHlth_6-10 -6.628638e-03 ... 0.0
MentHlth_11-15 2.271550e-03 ... 0.0
MentHlth_16-20 1.540429e-03 ... 0.0
MentHlth_21-25 -1.798104e-04 ... 0.0
MentHlth_26-30 4.906001e-03 ... 0.0
PhysHlth_0 -7.929179e-02 ... 0.0
PhysHlth_1-5 4.047075e-02 ... 0.0
PhysHlth_6-10 -7.891126e-03 ... 0.0
PhysHlth_11-15 5.792380e-03 ... 0.0
PhysHlth_16-20 4.138738e-03 ... 0.0
PhysHlth_21-25 2.187191e-03 ... 0.0
PhysHlth_26-30 3.459385e-02 ... 0.0
Education_Never attended school or only kinderg... 2.869155e-04 ... 0.0
Education_Elementary 2.376301e-03 ... 0.0
Education_Some high school -2.480519e-02 ... 0.0
Education_High school graduate 1.291124e-01 ... 0.0
Education_Some college or technical school 4.335986e-02 ... 0.0
Education_College graduate -1.503303e-01 ... 0.0
Income_Less than $10,000 1.095849e-02 ... 0.0
Income_$10,000-$14,999 5.711868e-03 ... 0.0
Income_$15,000-$19,999 2.621555e-03 ... 0.0
Income_$20,000-$24,999 2.743927e-02 ... 0.0
Income_$25,000-$34,999 -3.086251e-03 ... 0.0
Income_$35,000-$49,999 -1.616247e-01 ... 0.0
Income_$50,000-$74,999 4.600531e-03 ... 0.0
Income_$75,000 or more 1.133792e-01 ... 0.0
Sex_Female -3.384989e-16 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -0.000000e+00 ... 1.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -3.384989e-16 ... 0.0
PC50 PC51 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 -7.385856e-17
CholCheck 0.0 -1.022496e-15
Smoker 0.0 -2.485508e-17
Stroke 0.0 2.813262e-16
HeartDiseaseorAttack 0.0 -1.061762e-16
PhysActivity 0.0 -4.902198e-17
Fruits 0.0 7.357491e-17
Veggies 0.0 -1.014833e-16
HvyAlcoholConsump 0.0 -2.587577e-16
AnyHealthcare 0.0 -3.530361e-15
NoDocbcCost 0.0 -1.230686e-16
DiffWalk 0.0 9.315101e-17
BMI_Underweight 0.0 4.474434e-02
BMI_Healthy weight 0.0 4.914471e-01
BMI_Overweight 0.0 -2.747422e-01
BMI_Class 1 Obesity 0.0 3.490365e-01
BMI_Class 2 Obesity 0.0 1.921912e-01
BMI_Class 3 Obesity 0.0 -1.577868e-01
GenHlth_Excellent 0.0 -1.583679e-01
GenHlth_Very good 0.0 -1.583679e-01
GenHlth_Good 0.0 -1.583679e-01
GenHlth_Fair 0.0 -1.583679e-01
GenHlth_Poor 0.0 -1.583679e-01
MentHlth_0 0.0 4.277901e-02
MentHlth_1-5 0.0 4.277901e-02
MentHlth_6-10 0.0 4.277901e-02
MentHlth_11-15 0.0 4.277901e-02
MentHlth_16-20 0.0 4.277901e-02
MentHlth_21-25 0.0 4.277901e-02
MentHlth_26-30 0.0 4.277901e-02
PhysHlth_0 0.0 1.762053e-02
PhysHlth_1-5 0.0 1.762053e-02
PhysHlth_6-10 0.0 1.762053e-02
PhysHlth_11-15 0.0 1.762053e-02
PhysHlth_16-20 0.0 1.762053e-02
PhysHlth_21-25 0.0 1.762053e-02
PhysHlth_26-30 0.0 1.762053e-02
Education_Never attended school or only kinderg... 0.0 2.340763e-01
Education_Elementary 0.0 2.340763e-01
Education_Some high school 0.0 2.340763e-01
Education_High school graduate 0.0 2.340763e-01
Education_Some college or technical school 0.0 2.340763e-01
Education_College graduate 0.0 2.340763e-01
Income_Less than $10,000 0.0 -5.887453e-02
Income_$10,000-$14,999 0.0 -5.887453e-02
Income_$15,000-$19,999 0.0 -5.887453e-02
Income_$20,000-$24,999 0.0 -5.887453e-02
Income_$25,000-$34,999 0.0 -5.887453e-02
Income_$35,000-$49,999 0.0 -5.887453e-02
Income_$50,000-$74,999 0.0 -5.887453e-02
Income_$75,000 or more 0.0 -5.887453e-02
Sex_Female 0.0 1.529641e-02
Sex_Male 0.0 -0.000000e+00
Age_18-29 1.0 -0.000000e+00
Age_30-49 0.0 -0.000000e+00
Age_50-64 0.0 -0.000000e+00
Age_65+ 0.0 1.529641e-02
PC52 \
HighBP 0.000000e+00
HighChol 8.440978e-17
CholCheck 6.926411e-16
Smoker 2.771273e-17
Stroke 2.946886e-17
HeartDiseaseorAttack 9.006024e-17
PhysActivity -1.584678e-17
Fruits 1.751746e-16
Veggies -2.845782e-17
HvyAlcoholConsump -7.045866e-18
AnyHealthcare 1.188571e-15
NoDocbcCost 1.066713e-15
DiffWalk -1.918692e-16
BMI_Underweight -1.438741e-01
BMI_Healthy weight -1.708180e-01
BMI_Overweight 3.946182e-01
BMI_Class 1 Obesity 5.597327e-01
BMI_Class 2 Obesity -2.618730e-01
BMI_Class 3 Obesity -2.885263e-02
GenHlth_Excellent 8.531489e-02
GenHlth_Very good 8.531489e-02
GenHlth_Good 8.531489e-02
GenHlth_Fair 8.531489e-02
GenHlth_Poor 8.531489e-02
MentHlth_0 -2.263874e-02
MentHlth_1-5 -2.263874e-02
MentHlth_6-10 -2.263874e-02
MentHlth_11-15 -2.263874e-02
MentHlth_16-20 -2.263874e-02
MentHlth_21-25 -2.263874e-02
MentHlth_26-30 -2.263874e-02
PhysHlth_0 -7.619825e-02
PhysHlth_1-5 -7.619825e-02
PhysHlth_6-10 -7.619825e-02
PhysHlth_11-15 -7.619825e-02
PhysHlth_16-20 -7.619825e-02
PhysHlth_21-25 -7.619825e-02
PhysHlth_26-30 -7.619825e-02
Education_Never attended school or only kinderg... 2.749451e-02
Education_Elementary 2.749451e-02
Education_Some high school 2.749451e-02
Education_High school graduate 2.749451e-02
Education_Some college or technical school 2.749451e-02
Education_College graduate 2.749451e-02
Income_Less than $10,000 -2.017246e-01
Income_$10,000-$14,999 -2.017246e-01
Income_$15,000-$19,999 -2.017246e-01
Income_$20,000-$24,999 -2.017246e-01
Income_$25,000-$34,999 -2.017246e-01
Income_$35,000-$49,999 -2.017246e-01
Income_$50,000-$74,999 -2.017246e-01
Income_$75,000 or more -2.017246e-01
Sex_Female -2.219650e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -2.219649e-02
PC53 \
HighBP 0.000000e+00
HighChol -2.321269e-16
CholCheck 7.176540e-16
Smoker 1.601705e-17
Stroke -1.305782e-16
HeartDiseaseorAttack 6.337761e-17
PhysActivity -2.273993e-17
Fruits 7.248676e-17
Veggies -1.849853e-16
HvyAlcoholConsump 6.194406e-17
AnyHealthcare -4.181172e-15
NoDocbcCost 7.330500e-17
DiffWalk -1.064425e-16
BMI_Underweight -1.136179e-02
BMI_Healthy weight -1.113533e-01
BMI_Overweight 1.427718e-01
BMI_Class 1 Obesity 2.712423e-01
BMI_Class 2 Obesity 1.929621e-01
BMI_Class 3 Obesity 5.695416e-01
GenHlth_Excellent 5.351176e-02
GenHlth_Very good 5.351176e-02
GenHlth_Good 5.351176e-02
GenHlth_Fair 5.351176e-02
GenHlth_Poor 5.351176e-02
MentHlth_0 6.599676e-02
MentHlth_1-5 6.599676e-02
MentHlth_6-10 6.599676e-02
MentHlth_11-15 6.599676e-02
MentHlth_16-20 6.599676e-02
MentHlth_21-25 6.599676e-02
MentHlth_26-30 6.599676e-02
PhysHlth_0 2.828560e-02
PhysHlth_1-5 2.828560e-02
PhysHlth_6-10 2.828560e-02
PhysHlth_11-15 2.828560e-02
PhysHlth_16-20 2.828560e-02
PhysHlth_21-25 2.828560e-02
PhysHlth_26-30 2.828560e-02
Education_Never attended school or only kinderg... 9.968655e-02
Education_Elementary 9.968655e-02
Education_Some high school 9.968655e-02
Education_High school graduate 9.968655e-02
Education_Some college or technical school 9.968655e-02
Education_College graduate 9.968655e-02
Income_Less than $10,000 1.195857e-01
Income_$10,000-$14,999 1.195857e-01
Income_$15,000-$19,999 1.195857e-01
Income_$20,000-$24,999 1.195857e-01
Income_$25,000-$34,999 1.195857e-01
Income_$35,000-$49,999 1.195857e-01
Income_$50,000-$74,999 1.195857e-01
Income_$75,000 or more 1.195857e-01
Sex_Female -3.920879e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -3.920879e-01
PC54 \
HighBP 0.000000e+00
HighChol 1.055122e-17
CholCheck 1.981173e-15
Smoker 2.032007e-16
Stroke -4.589487e-16
HeartDiseaseorAttack 1.133699e-16
PhysActivity -9.579338e-17
Fruits -3.855959e-18
Veggies -7.092130e-17
HvyAlcoholConsump 9.838790e-17
AnyHealthcare -1.265055e-15
NoDocbcCost -1.602573e-16
DiffWalk 5.578743e-17
BMI_Underweight -1.711180e-02
BMI_Healthy weight 1.589292e-01
BMI_Overweight -6.230414e-02
BMI_Class 1 Obesity -3.266838e-01
BMI_Class 2 Obesity 4.312833e-01
BMI_Class 3 Obesity 2.557470e-01
GenHlth_Excellent 2.443790e-01
GenHlth_Very good 2.443790e-01
GenHlth_Good 2.443790e-01
GenHlth_Fair 2.443790e-01
GenHlth_Poor 2.443790e-01
MentHlth_0 -9.423950e-02
MentHlth_1-5 -9.423950e-02
MentHlth_6-10 -9.423950e-02
MentHlth_11-15 -9.423950e-02
MentHlth_16-20 -9.423950e-02
MentHlth_21-25 -9.423950e-02
MentHlth_26-30 -9.423950e-02
PhysHlth_0 -9.677577e-02
PhysHlth_1-5 -9.677577e-02
PhysHlth_6-10 -9.677577e-02
PhysHlth_11-15 -9.677577e-02
PhysHlth_16-20 -9.677577e-02
PhysHlth_21-25 -9.677577e-02
PhysHlth_26-30 -9.677577e-02
Education_Never attended school or only kinderg... 1.127970e-01
Education_Elementary 1.127970e-01
Education_Some high school 1.127970e-01
Education_High school graduate 1.127970e-01
Education_Some college or technical school 1.127970e-01
Education_College graduate 1.127970e-01
Income_Less than $10,000 -1.039952e-01
Income_$10,000-$14,999 -1.039952e-01
Income_$15,000-$19,999 -1.039952e-01
Income_$20,000-$24,999 -1.039952e-01
Income_$25,000-$34,999 -1.039952e-01
Income_$35,000-$49,999 -1.039952e-01
Income_$50,000-$74,999 -1.039952e-01
Income_$75,000 or more -1.039952e-01
Sex_Female 1.078004e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.078004e-01
PC55 \
HighBP -0.000000e+00
HighChol -0.000000e+00
CholCheck -1.050468e-16
Smoker -5.029541e-17
Stroke 3.968689e-17
HeartDiseaseorAttack 8.403733e-17
PhysActivity -7.591008e-17
Fruits -5.993933e-17
Veggies -2.249238e-17
HvyAlcoholConsump 2.998307e-16
AnyHealthcare -3.578405e-17
NoDocbcCost 1.330065e-16
DiffWalk 1.836374e-17
BMI_Underweight 3.660875e-01
BMI_Healthy weight -8.629931e-02
BMI_Overweight -2.769389e-01
BMI_Class 1 Obesity -8.217982e-02
BMI_Class 2 Obesity -5.262856e-01
BMI_Class 3 Obesity 5.895555e-01
GenHlth_Excellent -7.584385e-02
GenHlth_Very good -7.584385e-02
GenHlth_Good -7.584385e-02
GenHlth_Fair -7.584385e-02
GenHlth_Poor -7.584385e-02
MentHlth_0 9.979698e-03
MentHlth_1-5 9.979698e-03
MentHlth_6-10 9.979698e-03
MentHlth_11-15 9.979698e-03
MentHlth_16-20 9.979698e-03
MentHlth_21-25 9.979698e-03
MentHlth_26-30 9.979698e-03
PhysHlth_0 -4.283581e-02
PhysHlth_1-5 -4.283581e-02
PhysHlth_6-10 -4.283581e-02
PhysHlth_11-15 -4.283581e-02
PhysHlth_16-20 -4.283581e-02
PhysHlth_21-25 -4.283581e-02
PhysHlth_26-30 -4.283581e-02
Education_Never attended school or only kinderg... 6.104131e-02
Education_Elementary 6.104131e-02
Education_Some high school 6.104131e-02
Education_High school graduate 6.104131e-02
Education_Some college or technical school 6.104131e-02
Education_College graduate 6.104131e-02
Income_Less than $10,000 -5.047294e-02
Income_$10,000-$14,999 -5.047294e-02
Income_$15,000-$19,999 -5.047294e-02
Income_$20,000-$24,999 -5.047294e-02
Income_$25,000-$34,999 -5.047294e-02
Income_$35,000-$49,999 -5.047294e-02
Income_$50,000-$74,999 -5.047294e-02
Income_$75,000 or more -5.047294e-02
Sex_Female 1.809587e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.809587e-01
PC56 \
HighBP 0.000000e+00
HighChol -7.649636e-17
CholCheck -1.671886e-16
Smoker 1.890557e-17
Stroke -3.339464e-16
HeartDiseaseorAttack 1.259193e-16
PhysActivity -5.780830e-17
Fruits 5.969681e-18
Veggies -2.222705e-17
HvyAlcoholConsump 8.952799e-17
AnyHealthcare -3.005399e-15
NoDocbcCost -5.156783e-16
DiffWalk 5.284133e-17
BMI_Underweight 4.226647e-01
BMI_Healthy weight 3.579093e-01
BMI_Overweight 3.530742e-01
BMI_Class 1 Obesity -3.725456e-01
BMI_Class 2 Obesity -3.014170e-01
BMI_Class 3 Obesity -1.801854e-01
GenHlth_Excellent 6.913670e-02
GenHlth_Very good 6.913670e-02
GenHlth_Good 6.913670e-02
GenHlth_Fair 6.913670e-02
GenHlth_Poor 6.913670e-02
MentHlth_0 4.454600e-02
MentHlth_1-5 4.454600e-02
MentHlth_6-10 4.454600e-02
MentHlth_11-15 4.454600e-02
MentHlth_16-20 4.454600e-02
MentHlth_21-25 4.454600e-02
MentHlth_26-30 4.454600e-02
PhysHlth_0 7.824564e-02
PhysHlth_1-5 7.824564e-02
PhysHlth_6-10 7.824564e-02
PhysHlth_11-15 7.824564e-02
PhysHlth_16-20 7.824564e-02
PhysHlth_21-25 7.824564e-02
PhysHlth_26-30 7.824564e-02
Education_Never attended school or only kinderg... 5.128052e-02
Education_Elementary 5.128052e-02
Education_Some high school 5.128052e-02
Education_High school graduate 5.128052e-02
Education_Some college or technical school 5.128052e-02
Education_College graduate 5.128052e-02
Income_Less than $10,000 -6.486024e-02
Income_$10,000-$14,999 -6.486024e-02
Income_$15,000-$19,999 -6.486024e-02
Income_$20,000-$24,999 -6.486024e-02
Income_$25,000-$34,999 -6.486024e-02
Income_$35,000-$49,999 -6.486024e-02
Income_$50,000-$74,999 -6.486024e-02
Income_$75,000 or more -6.486024e-02
Sex_Female -2.969894e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -2.969894e-01
PC57 PC58
HighBP 0.000000e+00 -0.000000e+00
HighChol 2.743318e-16 -7.715582e-17
CholCheck -6.902254e-16 1.400991e-15
Smoker -1.290917e-16 7.132489e-17
Stroke -8.463767e-17 1.092436e-16
HeartDiseaseorAttack 1.897150e-16 5.770747e-17
PhysActivity -4.538536e-18 -1.098295e-17
Fruits -2.895626e-16 9.373961e-19
Veggies 2.799123e-16 -1.094626e-16
HvyAlcoholConsump -3.860513e-16 4.971226e-17
AnyHealthcare 3.893686e-15 -2.969208e-15
NoDocbcCost -2.106470e-16 -5.023955e-16
DiffWalk -1.947044e-16 -1.119922e-16
BMI_Underweight 3.365972e-01 7.311956e-01
BMI_Healthy weight 4.697579e-02 -3.599889e-01
BMI_Overweight 5.464947e-01 -2.146469e-01
BMI_Class 1 Obesity -2.323411e-02 2.911664e-01
BMI_Class 2 Obesity 3.155720e-01 2.492089e-01
BMI_Class 3 Obesity 1.309325e-01 -2.646836e-01
GenHlth_Excellent -2.279799e-01 1.158775e-01
GenHlth_Very good -2.279799e-01 1.158775e-01
GenHlth_Good -2.279799e-01 1.158775e-01
GenHlth_Fair -2.279799e-01 1.158775e-01
GenHlth_Poor -2.279799e-01 1.158775e-01
MentHlth_0 -1.216042e-01 1.401149e-02
MentHlth_1-5 -1.216042e-01 1.401149e-02
MentHlth_6-10 -1.216042e-01 1.401149e-02
MentHlth_11-15 -1.216042e-01 1.401149e-02
MentHlth_16-20 -1.216042e-01 1.401149e-02
MentHlth_21-25 -1.216042e-01 1.401149e-02
MentHlth_26-30 -1.216042e-01 1.401149e-02
PhysHlth_0 -1.100181e-01 1.580868e-02
PhysHlth_1-5 -1.100181e-01 1.580868e-02
PhysHlth_6-10 -1.100181e-01 1.580868e-02
PhysHlth_11-15 -1.100181e-01 1.580868e-02
PhysHlth_16-20 -1.100181e-01 1.580868e-02
PhysHlth_21-25 -1.100181e-01 1.580868e-02
PhysHlth_26-30 -1.100181e-01 1.580868e-02
Education_Never attended school or only kinderg... -3.090672e-02 -1.243716e-02
Education_Elementary -3.090672e-02 -1.243716e-02
Education_Some high school -3.090672e-02 -1.243716e-02
Education_High school graduate -3.090672e-02 -1.243716e-02
Education_Some college or technical school -3.090672e-02 -1.243716e-02
Education_College graduate -3.090672e-02 -1.243716e-02
Income_Less than $10,000 1.983458e-02 7.832992e-03
Income_$10,000-$14,999 1.983458e-02 7.832992e-03
Income_$15,000-$19,999 1.983458e-02 7.832992e-03
Income_$20,000-$24,999 1.983458e-02 7.832992e-03
Income_$25,000-$34,999 1.983458e-02 7.832992e-03
Income_$35,000-$49,999 1.983458e-02 7.832992e-03
Income_$50,000-$74,999 1.983458e-02 7.832992e-03
Income_$75,000 or more 1.983458e-02 7.832992e-03
Sex_Female 7.608156e-02 2.309539e-02
Sex_Male 0.000000e+00 -0.000000e+00
Age_18-29 0.000000e+00 -0.000000e+00
Age_30-49 0.000000e+00 -0.000000e+00
Age_50-64 0.000000e+00 -0.000000e+00
Age_65+ 7.608156e-02 2.309539e-02
[58 rows x 58 columns]
PCA Results for Subset_42:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.758947 0.363779 -0.303005 -0.017518 0.169020 -0.563264 0.293095
1 -0.752489 0.858557 0.558722 -0.132226 0.514891 0.554804 -0.377950
2 -0.852851 0.777438 -0.163566 -0.506575 0.368730 0.138740 0.673914
3 0.492538 0.374329 0.267781 0.731584 -0.441597 -0.428099 0.527642
4 -1.431597 0.339445 -0.459475 -0.392886 0.194924 0.722092 0.402757
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 0.066132 0.144310 -0.780796 ... 0.0 0.0 1.665335e-16 -5.551115e-17
1 0.191307 -0.065003 0.048335 ... 0.0 0.0 -5.551115e-17 -5.551115e-17
2 -0.526894 -0.038500 0.115534 ... 0.0 0.0 4.163336e-16 -3.885781e-16
3 -0.139711 0.539076 0.031108 ... 0.0 0.0 5.551115e-17 1.110223e-16
4 0.286469 -0.062395 0.162156 ... 0.0 0.0 -4.440892e-16 2.498002e-16
PC53 PC54 PC55 PC56 PC57 \
0 1.110223e-16 -5.551115e-17 -1.665335e-16 -1.110223e-16 5.551115e-17
1 -3.330669e-16 5.551115e-17 0.000000e+00 1.110223e-16 5.551115e-17
2 -1.110223e-16 1.110223e-16 2.220446e-16 1.110223e-16 -2.220446e-16
3 0.000000e+00 -1.665335e-16 0.000000e+00 2.220446e-16 -1.110223e-16
4 -2.220446e-16 2.220446e-16 2.220446e-16 2.220446e-16 8.881784e-16
PC58
0 -2.636780e-16
1 -8.326673e-17
2 -3.191891e-16
3 1.387779e-16
4 -2.359224e-16
[5 rows x 58 columns]
For Subset_42, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_43:
[1.11745912e-01 7.59903804e-02 6.81483070e-02 5.63693465e-02
5.51305616e-02 5.13204244e-02 4.66975480e-02 4.44047973e-02
4.32197164e-02 3.75041405e-02 3.69661472e-02 3.57863886e-02
3.51368126e-02 3.26821326e-02 3.05842104e-02 2.88482351e-02
2.56860509e-02 2.18619774e-02 1.95731030e-02 1.80809762e-02
1.40873110e-02 1.28646260e-02 1.25352299e-02 9.50438947e-03
9.33627861e-03 8.50942136e-03 7.80134742e-03 7.45903007e-03
7.19061094e-03 5.91670399e-03 5.77307705e-03 5.24008344e-03
3.57200956e-03 3.07077610e-03 2.94784330e-03 2.25284094e-03
2.01404920e-03 1.88361469e-03 1.40022080e-03 7.67266904e-04
1.36100731e-04 1.25116190e-17 1.02369012e-17 6.06668398e-18
3.83136017e-18 2.69208363e-18 7.41924558e-19 2.21064736e-32
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_43:
[0.11174591 0.18773629 0.2558846 0.31225395 0.36738451 0.41870493
0.46540248 0.50980728 0.55302699 0.59053113 0.62749728 0.66328367
0.69842048 0.73110262 0.76168683 0.79053506 0.81622111 0.83808309
0.85765619 0.87573717 0.88982448 0.90268911 0.91522434 0.92472872
0.934065 0.94257442 0.95037577 0.9578348 0.96502541 0.97094212
0.97671519 0.98195528 0.98552729 0.98859806 0.99154591 0.99379875
0.9958128 0.99769641 0.99909663 0.9998639 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_43:
PC1 \
HighBP -1.411508e-01
HighChol -9.902925e-02
CholCheck -1.735962e-03
Smoker -2.000101e-01
Stroke -6.312368e-02
HeartDiseaseorAttack -1.892602e-01
PhysActivity 2.058792e-01
Fruits 1.318606e-01
Veggies 1.329497e-01
HvyAlcoholConsump 5.590415e-03
AnyHealthcare 6.897112e-03
NoDocbcCost -2.881088e-02
DiffWalk -2.865449e-01
BMI_Underweight -6.617445e-24
BMI_Healthy weight 8.271806e-25
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -5.048696e-17
BMI_Class 2 Obesity 3.231174e-27
BMI_Class 3 Obesity 1.615587e-27
GenHlth_Excellent 8.612196e-02
GenHlth_Very good 3.026217e-01
GenHlth_Good -8.492926e-02
GenHlth_Fair -2.135651e-01
GenHlth_Poor -9.024933e-02
MentHlth_0 1.556504e-01
MentHlth_1-5 -5.709232e-02
MentHlth_6-10 -2.409740e-02
MentHlth_11-15 -2.361892e-02
MentHlth_16-20 -8.056169e-03
MentHlth_21-25 -4.819635e-03
MentHlth_26-30 -3.796601e-02
PhysHlth_0 3.441526e-01
PhysHlth_1-5 -8.431227e-02
PhysHlth_6-10 -4.365397e-02
PhysHlth_11-15 -3.371849e-02
PhysHlth_16-20 -1.627951e-02
PhysHlth_21-25 -8.358997e-03
PhysHlth_26-30 -1.578294e-01
Education_Never attended school or only kinderg... -2.355882e-04
Education_Elementary -2.121214e-02
Education_Some high school -3.819047e-02
Education_High school graduate -2.380029e-01
Education_Some college or technical school -1.231465e-01
Education_College graduate 4.207876e-01
Income_Less than $10,000 -1.413150e-02
Income_$10,000-$14,999 -3.309983e-02
Income_$15,000-$19,999 -5.098861e-02
Income_$20,000-$24,999 -7.588750e-02
Income_$25,000-$34,999 -8.303305e-02
Income_$35,000-$49,999 -9.000319e-02
Income_$50,000-$74,999 1.490353e-02
Income_$75,000 or more 3.322401e-01
Sex_Female 0.000000e+00
Sex_Male -5.048696e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -5.048696e-17
PC2 \
HighBP -1.077108e-01
HighChol -1.811238e-01
CholCheck -5.916220e-03
Smoker 9.770068e-02
Stroke -4.189785e-02
HeartDiseaseorAttack -1.437515e-01
PhysActivity 1.912180e-02
Fruits -9.556069e-02
Veggies -7.590256e-02
HvyAlcoholConsump 3.414539e-03
AnyHealthcare -3.102767e-03
NoDocbcCost -1.608415e-02
DiffWalk -2.295894e-01
BMI_Underweight -5.421011e-20
BMI_Healthy weight 0.000000e+00
BMI_Overweight -3.388132e-21
BMI_Class 1 Obesity 4.532773e-18
BMI_Class 2 Obesity 2.117582e-22
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.105331e-02
GenHlth_Very good 7.610962e-02
GenHlth_Good 1.317490e-01
GenHlth_Fair -1.652481e-01
GenHlth_Poor -7.366387e-02
MentHlth_0 1.771534e-01
MentHlth_1-5 -9.269974e-02
MentHlth_6-10 -2.049027e-02
MentHlth_11-15 -1.893943e-02
MentHlth_16-20 -5.784015e-03
MentHlth_21-25 -4.320017e-03
MentHlth_26-30 -3.491988e-02
PhysHlth_0 4.874861e-01
PhysHlth_1-5 -2.223747e-01
PhysHlth_6-10 -5.556160e-02
PhysHlth_11-15 -3.006701e-02
PhysHlth_16-20 -1.519709e-02
PhysHlth_21-25 -9.985094e-03
PhysHlth_26-30 -1.543007e-01
Education_Never attended school or only kinderg... -9.633735e-06
Education_Elementary -4.589646e-04
Education_Some high school 5.768588e-03
Education_High school graduate 2.522406e-01
Education_Some college or technical school 2.243721e-01
Education_College graduate -4.819127e-01
Income_Less than $10,000 -3.948706e-03
Income_$10,000-$14,999 3.518660e-03
Income_$15,000-$19,999 4.443987e-03
Income_$20,000-$24,999 1.787077e-02
Income_$25,000-$34,999 6.510804e-02
Income_$35,000-$49,999 1.313265e-01
Income_$50,000-$74,999 4.787213e-02
Income_$75,000 or more -2.661914e-01
Sex_Female 0.000000e+00
Sex_Male 4.531439e-18
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 4.531439e-18
PC3 \
HighBP 1.342378e-01
HighChol 1.767791e-01
CholCheck 8.268649e-03
Smoker -2.768510e-02
Stroke 2.149905e-03
HeartDiseaseorAttack 8.793141e-02
PhysActivity 9.873319e-02
Fruits 1.745824e-02
Veggies 2.867826e-02
HvyAlcoholConsump 3.311484e-03
AnyHealthcare 4.898400e-03
NoDocbcCost -8.446948e-03
DiffWalk -7.524406e-02
BMI_Underweight 4.336809e-19
BMI_Healthy weight 1.084202e-19
BMI_Overweight -5.421011e-20
BMI_Class 1 Obesity 2.237097e-17
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity -3.388132e-21
GenHlth_Excellent -2.440252e-02
GenHlth_Very good -4.981989e-01
GenHlth_Good 7.582901e-01
GenHlth_Fair -1.834534e-01
GenHlth_Poor -5.223528e-02
MentHlth_0 5.192653e-02
MentHlth_1-5 -1.484088e-02
MentHlth_6-10 -7.097326e-03
MentHlth_11-15 -6.741482e-03
MentHlth_16-20 -1.643476e-03
MentHlth_21-25 -2.855493e-03
MentHlth_26-30 -1.874787e-02
PhysHlth_0 9.564031e-02
PhysHlth_1-5 1.567886e-02
PhysHlth_6-10 -1.525253e-03
PhysHlth_11-15 -8.328073e-03
PhysHlth_16-20 -7.829163e-03
PhysHlth_21-25 -2.040419e-03
PhysHlth_26-30 -9.159626e-02
Education_Never attended school or only kinderg... -9.741458e-04
Education_Elementary -9.230347e-03
Education_Some high school -7.846459e-03
Education_High school graduate -1.303425e-01
Education_Some college or technical school 2.448521e-03
Education_College graduate 1.459449e-01
Income_Less than $10,000 -4.655217e-03
Income_$10,000-$14,999 -1.203100e-02
Income_$15,000-$19,999 -1.851289e-02
Income_$20,000-$24,999 -2.030200e-02
Income_$25,000-$34,999 -2.923951e-02
Income_$35,000-$49,999 1.609688e-02
Income_$50,000-$74,999 9.821117e-03
Income_$75,000 or more 5.882263e-02
Sex_Female 0.000000e+00
Sex_Male 2.237022e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 2.237022e-17
PC4 \
HighBP 4.085955e-01
HighChol 6.587027e-01
CholCheck 1.609441e-02
Smoker 2.480817e-01
Stroke 2.893837e-02
HeartDiseaseorAttack 2.329022e-01
PhysActivity 1.363595e-01
Fruits 1.172887e-01
Veggies 1.160790e-01
HvyAlcoholConsump 3.099627e-03
AnyHealthcare 3.453908e-03
NoDocbcCost -5.693182e-03
DiffWalk -4.964901e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight 1.387779e-17
BMI_Overweight -3.469447e-18
BMI_Class 1 Obesity 1.292410e-16
BMI_Class 2 Obesity 5.204170e-18
BMI_Class 3 Obesity -8.673617e-19
GenHlth_Excellent -8.857054e-02
GenHlth_Very good 2.403712e-01
GenHlth_Good -1.593961e-01
GenHlth_Fair 7.619676e-03
GenHlth_Poor -2.421908e-05
MentHlth_0 5.058395e-02
MentHlth_1-5 -4.018110e-02
MentHlth_6-10 -6.025840e-03
MentHlth_11-15 -1.413104e-03
MentHlth_16-20 -2.324398e-03
MentHlth_21-25 1.371752e-03
MentHlth_26-30 -2.011254e-03
PhysHlth_0 1.802573e-01
PhysHlth_1-5 -1.203692e-01
PhysHlth_6-10 -2.264547e-02
PhysHlth_11-15 -8.673808e-03
PhysHlth_16-20 -5.845980e-03
PhysHlth_21-25 -2.969029e-03
PhysHlth_26-30 -1.975378e-02
Education_Never attended school or only kinderg... -9.105405e-04
Education_Elementary -7.859095e-03
Education_Some high school -1.072941e-02
Education_High school graduate -1.437733e-01
Education_Some college or technical school 2.333437e-01
Education_College graduate -7.007131e-02
Income_Less than $10,000 -8.690226e-03
Income_$10,000-$14,999 -1.046797e-02
Income_$15,000-$19,999 -1.254117e-02
Income_$20,000-$24,999 -3.384805e-02
Income_$25,000-$34,999 -2.122224e-02
Income_$35,000-$49,999 1.976923e-03
Income_$50,000-$74,999 9.175877e-02
Income_$75,000 or more -6.966033e-03
Sex_Female -0.000000e+00
Sex_Male 1.296891e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.296891e-16
PC5 \
HighBP -1.445293e-01
HighChol -2.696390e-01
CholCheck -1.491381e-03
Smoker 5.594103e-02
Stroke -3.010248e-03
HeartDiseaseorAttack -4.665529e-02
PhysActivity 1.995498e-01
Fruits 5.691971e-01
Veggies 3.194760e-01
HvyAlcoholConsump -1.537938e-02
AnyHealthcare -7.292085e-04
NoDocbcCost -2.042825e-03
DiffWalk 4.268140e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity -1.118150e-16
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity 6.938894e-18
GenHlth_Excellent 2.731537e-02
GenHlth_Very good -5.125397e-02
GenHlth_Good 2.621514e-02
GenHlth_Fair 3.927169e-03
GenHlth_Poor -6.203716e-03
MentHlth_0 -3.790361e-02
MentHlth_1-5 3.184206e-02
MentHlth_6-10 3.972816e-03
MentHlth_11-15 1.762479e-04
MentHlth_16-20 -2.133561e-04
MentHlth_21-25 -1.243491e-03
MentHlth_26-30 3.369334e-03
PhysHlth_0 -1.904385e-01
PhysHlth_1-5 1.322273e-01
PhysHlth_6-10 2.147287e-02
PhysHlth_11-15 1.404200e-02
PhysHlth_16-20 -2.041781e-04
PhysHlth_21-25 -6.447987e-04
PhysHlth_26-30 2.354532e-02
Education_Never attended school or only kinderg... 9.078348e-04
Education_Elementary -6.332462e-03
Education_Some high school -1.264082e-02
Education_High school graduate -3.012146e-01
Education_Some college or technical school 4.841136e-01
Education_College graduate -1.648336e-01
Income_Less than $10,000 -4.932346e-03
Income_$10,000-$14,999 -2.425418e-03
Income_$15,000-$19,999 -1.470348e-02
Income_$20,000-$24,999 -1.977284e-02
Income_$25,000-$34,999 -5.503190e-03
Income_$35,000-$49,999 4.317422e-02
Income_$50,000-$74,999 9.315972e-02
Income_$75,000 or more -8.899666e-02
Sex_Female -0.000000e+00
Sex_Male -1.139899e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.139899e-16
PC6 \
HighBP 1.389462e-02
HighChol 1.498557e-02
CholCheck 1.842374e-03
Smoker 1.390123e-01
Stroke 1.430670e-02
HeartDiseaseorAttack 1.027739e-01
PhysActivity 8.140865e-02
Fruits 5.943415e-01
Veggies 2.068653e-01
HvyAlcoholConsump -1.093904e-02
AnyHealthcare 4.978999e-05
NoDocbcCost -6.262435e-04
DiffWalk 2.427061e-02
BMI_Underweight 7.632783e-17
BMI_Healthy weight 2.775558e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity 2.036374e-16
BMI_Class 2 Obesity 1.110223e-16
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 2.652940e-02
GenHlth_Very good -9.343694e-02
GenHlth_Good -1.404771e-02
GenHlth_Fair 7.131736e-02
GenHlth_Poor 9.637881e-03
MentHlth_0 9.697978e-02
MentHlth_1-5 -6.521856e-02
MentHlth_6-10 -1.643234e-02
MentHlth_11-15 -4.985248e-03
MentHlth_16-20 -1.493546e-03
MentHlth_21-25 9.163249e-04
MentHlth_26-30 -9.766414e-03
PhysHlth_0 8.382422e-02
PhysHlth_1-5 -1.093860e-01
PhysHlth_6-10 2.061883e-03
PhysHlth_11-15 -3.732699e-03
PhysHlth_16-20 -3.260074e-04
PhysHlth_21-25 -2.273670e-03
PhysHlth_26-30 2.983228e-02
Education_Never attended school or only kinderg... 3.734350e-04
Education_Elementary -5.446306e-03
Education_Some high school -8.205840e-03
Education_High school graduate 4.747378e-01
Education_Some college or technical school -5.176024e-01
Education_College graduate 5.614340e-02
Income_Less than $10,000 5.455987e-04
Income_$10,000-$14,999 3.800833e-04
Income_$15,000-$19,999 1.278873e-02
Income_$20,000-$24,999 2.996709e-02
Income_$25,000-$34,999 3.725015e-02
Income_$35,000-$49,999 2.213681e-02
Income_$50,000-$74,999 2.771062e-02
Income_$75,000 or more -1.307791e-01
Sex_Female -0.000000e+00
Sex_Male 1.014946e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.014946e-16
PC7 \
HighBP -8.621483e-02
HighChol -1.385173e-01
CholCheck 6.160912e-04
Smoker 4.149060e-01
Stroke 2.556798e-02
HeartDiseaseorAttack 1.206633e-01
PhysActivity -1.831365e-01
Fruits 2.624700e-02
Veggies 5.798615e-02
HvyAlcoholConsump 1.607426e-02
AnyHealthcare -3.428406e-03
NoDocbcCost -2.365735e-03
DiffWalk 1.543612e-01
BMI_Underweight 1.110223e-16
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -3.348448e-17
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 9.183362e-02
GenHlth_Very good -2.101313e-01
GenHlth_Good -6.068869e-02
GenHlth_Fair 1.404136e-01
GenHlth_Poor 3.857283e-02
MentHlth_0 9.206422e-02
MentHlth_1-5 -9.401544e-02
MentHlth_6-10 -6.418486e-03
MentHlth_11-15 3.768725e-03
MentHlth_16-20 -6.563337e-04
MentHlth_21-25 -1.354108e-03
MentHlth_26-30 6.611426e-03
PhysHlth_0 1.946937e-01
PhysHlth_1-5 -2.531411e-01
PhysHlth_6-10 -1.239277e-02
PhysHlth_11-15 -2.846389e-03
PhysHlth_16-20 -8.402886e-05
PhysHlth_21-25 -1.112371e-03
PhysHlth_26-30 7.488293e-02
Education_Never attended school or only kinderg... 6.372959e-05
Education_Elementary 1.207601e-02
Education_Some high school 2.615979e-02
Education_High school graduate -7.529972e-02
Education_Some college or technical school 1.101554e-01
Education_College graduate -7.315522e-02
Income_Less than $10,000 2.322756e-03
Income_$10,000-$14,999 1.015164e-02
Income_$15,000-$19,999 2.266554e-02
Income_$20,000-$24,999 2.170228e-02
Income_$25,000-$34,999 3.034140e-03
Income_$35,000-$49,999 -9.215865e-02
Income_$50,000-$74,999 -4.776073e-01
Income_$75,000 or more 5.098896e-01
Sex_Female -0.000000e+00
Sex_Male -6.074894e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -6.074894e-17
PC8 \
HighBP -1.463789e-01
HighChol -4.405192e-02
CholCheck -2.999610e-03
Smoker 7.450618e-01
Stroke -3.665205e-02
HeartDiseaseorAttack -9.955056e-02
PhysActivity 2.846426e-01
Fruits -2.158737e-01
Veggies 3.309870e-02
HvyAlcoholConsump 3.721417e-02
AnyHealthcare 3.390142e-03
NoDocbcCost -7.797826e-03
DiffWalk -2.110125e-01
BMI_Underweight -1.665335e-16
BMI_Healthy weight 9.020562e-17
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity 9.811971e-19
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 2.905662e-17
GenHlth_Excellent -3.862215e-02
GenHlth_Very good 1.363222e-01
GenHlth_Good 7.717073e-02
GenHlth_Fair -1.295469e-01
GenHlth_Poor -4.532392e-02
MentHlth_0 -4.087105e-02
MentHlth_1-5 4.905330e-02
MentHlth_6-10 1.144851e-02
MentHlth_11-15 -7.290485e-03
MentHlth_16-20 -1.019200e-03
MentHlth_21-25 -3.313322e-04
MentHlth_26-30 -1.098975e-02
PhysHlth_0 -2.268969e-01
PhysHlth_1-5 2.986904e-01
PhysHlth_6-10 2.192476e-02
PhysHlth_11-15 8.183861e-03
PhysHlth_16-20 -2.490833e-03
PhysHlth_21-25 -1.890966e-03
PhysHlth_26-30 -9.752041e-02
Education_Never attended school or only kinderg... -4.306794e-04
Education_Elementary -7.552531e-03
Education_Some high school -2.203853e-03
Education_High school graduate 5.554893e-02
Education_Some college or technical school -1.342541e-01
Education_College graduate 8.889223e-02
Income_Less than $10,000 -4.863533e-03
Income_$10,000-$14,999 -2.628170e-03
Income_$15,000-$19,999 -2.874417e-02
Income_$20,000-$24,999 -9.528572e-03
Income_$25,000-$34,999 -3.389379e-02
Income_$35,000-$49,999 6.521395e-02
Income_$50,000-$74,999 9.163426e-03
Income_$75,000 or more 5.280852e-03
Sex_Female 0.000000e+00
Sex_Male -5.401771e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -5.401771e-17
PC9 \
HighBP -1.773712e-01
HighChol -1.427686e-01
CholCheck -4.249765e-03
Smoker 3.047956e-01
Stroke 3.392601e-02
HeartDiseaseorAttack 1.505241e-01
PhysActivity -2.260626e-01
Fruits -7.747778e-02
Veggies -5.203988e-02
HvyAlcoholConsump -5.513079e-03
AnyHealthcare -1.491009e-03
NoDocbcCost 2.162307e-04
DiffWalk 1.840411e-01
BMI_Underweight 1.665335e-16
BMI_Healthy weight -5.551115e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -2.176013e-16
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -8.326673e-17
GenHlth_Excellent 5.379419e-02
GenHlth_Very good -1.150746e-01
GenHlth_Good -5.390007e-02
GenHlth_Fair 7.720311e-02
GenHlth_Poor 3.797733e-02
MentHlth_0 3.581787e-02
MentHlth_1-5 -3.811941e-02
MentHlth_6-10 -7.585132e-03
MentHlth_11-15 9.108460e-04
MentHlth_16-20 1.044149e-03
MentHlth_21-25 2.896776e-04
MentHlth_26-30 7.642003e-03
PhysHlth_0 2.053204e-01
PhysHlth_1-5 -2.636180e-01
PhysHlth_6-10 -5.704502e-03
PhysHlth_11-15 2.259203e-03
PhysHlth_16-20 6.436417e-03
PhysHlth_21-25 3.696993e-04
PhysHlth_26-30 5.493678e-02
Education_Never attended school or only kinderg... 1.118694e-03
Education_Elementary 1.422981e-02
Education_Some high school 3.502202e-02
Education_High school graduate -3.176622e-01
Education_Some college or technical school -4.719205e-02
Education_College graduate 3.144837e-01
Income_Less than $10,000 2.525155e-03
Income_$10,000-$14,999 -1.437449e-04
Income_$15,000-$19,999 9.153793e-03
Income_$20,000-$24,999 -8.249040e-03
Income_$25,000-$34,999 -5.424627e-02
Income_$35,000-$49,999 -1.187235e-01
Income_$50,000-$74,999 5.082834e-01
Income_$75,000 or more -3.385999e-01
Sex_Female -0.000000e+00
Sex_Male -1.665956e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.665956e-16
PC10 ... PC49 \
HighBP -2.395090e-01 ... -0.0
HighChol 7.256688e-02 ... -0.0
CholCheck -7.549075e-04 ... -0.0
Smoker -9.096353e-02 ... -0.0
Stroke 2.524256e-02 ... -0.0
HeartDiseaseorAttack 1.928643e-01 ... -0.0
PhysActivity 3.931908e-01 ... -0.0
Fruits -1.055725e-01 ... -0.0
Veggies -1.550299e-02 ... -0.0
HvyAlcoholConsump -1.244215e-02 ... -0.0
AnyHealthcare -4.404492e-03 ... -0.0
NoDocbcCost 1.480777e-02 ... -0.0
DiffWalk 4.030502e-02 ... -0.0
BMI_Underweight 5.551115e-17 ... -0.0
BMI_Healthy weight -6.938894e-17 ... -0.0
BMI_Overweight 5.551115e-17 ... -0.0
BMI_Class 1 Obesity -2.621374e-17 ... -0.0
BMI_Class 2 Obesity -2.775558e-17 ... -0.0
BMI_Class 3 Obesity 5.551115e-17 ... -0.0
GenHlth_Excellent 9.952264e-02 ... -0.0
GenHlth_Very good -1.154585e-01 ... -0.0
GenHlth_Good -1.216999e-01 ... -0.0
GenHlth_Fair 1.177006e-01 ... -0.0
GenHlth_Poor 1.993519e-02 ... -0.0
MentHlth_0 -1.997926e-01 ... -0.0
MentHlth_1-5 1.267711e-01 ... -0.0
MentHlth_6-10 1.742459e-02 ... -0.0
MentHlth_11-15 1.641325e-02 ... -0.0
MentHlth_16-20 8.534276e-03 ... -0.0
MentHlth_21-25 2.974751e-03 ... -0.0
MentHlth_26-30 2.767459e-02 ... -0.0
PhysHlth_0 1.224966e-01 ... -0.0
PhysHlth_1-5 -1.947337e-01 ... -0.0
PhysHlth_6-10 2.053029e-02 ... -0.0
PhysHlth_11-15 1.110523e-02 ... -0.0
PhysHlth_16-20 5.873771e-03 ... -0.0
PhysHlth_21-25 2.003499e-04 ... -0.0
PhysHlth_26-30 3.452748e-02 ... -0.0
Education_Never attended school or only kinderg... 2.380245e-04 ... -0.0
Education_Elementary 3.406811e-03 ... -0.0
Education_Some high school 7.938011e-03 ... -0.0
Education_High school graduate -1.185637e-01 ... -0.0
Education_Some college or technical school -3.607103e-02 ... -0.0
Education_College graduate 1.430519e-01 ... -0.0
Income_Less than $10,000 4.259555e-03 ... -0.0
Income_$10,000-$14,999 -7.538422e-03 ... -0.0
Income_$15,000-$19,999 -1.021912e-02 ... -0.0
Income_$20,000-$24,999 -3.533559e-02 ... -0.0
Income_$25,000-$34,999 -7.051882e-02 ... -0.0
Income_$35,000-$49,999 6.218896e-01 ... -0.0
Income_$50,000-$74,999 -2.933257e-01 ... -0.0
Income_$75,000 or more -2.092115e-01 ... -0.0
Sex_Female 0.000000e+00 ... -0.0
Sex_Male -1.745536e-16 ... -0.0
Age_18-29 0.000000e+00 ... 1.0
Age_30-49 0.000000e+00 ... -0.0
Age_50-64 0.000000e+00 ... -0.0
Age_65+ -1.745536e-16 ... -0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 -0.000000e+00
HighChol 0.0 0.0 -1.013906e-25
CholCheck 0.0 0.0 1.106013e-24
Smoker 0.0 0.0 -6.629439e-25
Stroke 0.0 0.0 5.586048e-26
HeartDiseaseorAttack 0.0 0.0 -2.386214e-25
PhysActivity 0.0 0.0 -5.418086e-25
Fruits 0.0 0.0 3.956452e-25
Veggies 0.0 0.0 2.783844e-25
HvyAlcoholConsump 0.0 0.0 -7.528571e-25
AnyHealthcare 0.0 0.0 5.187205e-24
NoDocbcCost 0.0 0.0 -7.511927e-25
DiffWalk 0.0 0.0 6.284273e-25
BMI_Underweight 0.0 0.0 -1.775147e-09
BMI_Healthy weight 0.0 0.0 -1.384561e-09
BMI_Overweight 0.0 0.0 -3.540055e-10
BMI_Class 1 Obesity 0.0 0.0 7.096073e-10
BMI_Class 2 Obesity 0.0 0.0 -1.784701e-09
BMI_Class 3 Obesity 0.0 0.0 1.764254e-09
GenHlth_Excellent 0.0 0.0 -6.899032e-10
GenHlth_Very good 0.0 0.0 -6.899032e-10
GenHlth_Good 0.0 0.0 -6.899032e-10
GenHlth_Fair 0.0 0.0 -6.899032e-10
GenHlth_Poor 0.0 0.0 -6.899032e-10
MentHlth_0 0.0 0.0 -1.113610e-10
MentHlth_1-5 0.0 0.0 -1.113610e-10
MentHlth_6-10 0.0 0.0 -1.113610e-10
MentHlth_11-15 0.0 0.0 -1.113610e-10
MentHlth_16-20 0.0 0.0 -1.113610e-10
MentHlth_21-25 0.0 0.0 -1.113610e-10
MentHlth_26-30 0.0 0.0 -1.113610e-10
PhysHlth_0 0.0 0.0 -4.722061e-10
PhysHlth_1-5 0.0 0.0 -4.722061e-10
PhysHlth_6-10 0.0 0.0 -4.722061e-10
PhysHlth_11-15 0.0 0.0 -4.722061e-10
PhysHlth_16-20 0.0 0.0 -4.722061e-10
PhysHlth_21-25 0.0 0.0 -4.722061e-10
PhysHlth_26-30 0.0 0.0 -4.722061e-10
Education_Never attended school or only kinderg... 0.0 0.0 2.883001e-10
Education_Elementary 0.0 0.0 2.883001e-10
Education_Some high school 0.0 0.0 2.883001e-10
Education_High school graduate 0.0 0.0 2.883001e-10
Education_Some college or technical school 0.0 0.0 2.883001e-10
Education_College graduate 0.0 0.0 2.883001e-10
Income_Less than $10,000 0.0 0.0 -7.868768e-10
Income_$10,000-$14,999 0.0 0.0 -7.868768e-10
Income_$15,000-$19,999 0.0 0.0 -7.868768e-10
Income_$20,000-$24,999 0.0 0.0 -7.868768e-10
Income_$25,000-$34,999 0.0 0.0 -7.868768e-10
Income_$35,000-$49,999 0.0 0.0 -7.868768e-10
Income_$50,000-$74,999 0.0 0.0 -7.868768e-10
Income_$75,000 or more 0.0 0.0 -7.868768e-10
Sex_Female 0.0 0.0 9.999996e-01
Sex_Male 0.0 0.0 -6.270792e-04
Age_18-29 0.0 0.0 -0.000000e+00
Age_30-49 0.0 1.0 -0.000000e+00
Age_50-64 1.0 0.0 -0.000000e+00
Age_65+ 0.0 0.0 6.270792e-04
PC53 \
HighBP -0.000000e+00
HighChol 2.325677e-17
CholCheck -2.741164e-16
Smoker 8.636487e-17
Stroke -7.575346e-19
HeartDiseaseorAttack 7.441115e-17
PhysActivity 9.066941e-17
Fruits -2.037151e-16
Veggies 3.055158e-17
HvyAlcoholConsump 1.069778e-16
AnyHealthcare -1.136345e-15
NoDocbcCost 1.473832e-16
DiffWalk -1.948489e-16
BMI_Underweight 3.835511e-01
BMI_Healthy weight 2.998671e-01
BMI_Overweight 7.701038e-02
BMI_Class 1 Obesity -1.516088e-01
BMI_Class 2 Obesity 3.851141e-01
BMI_Class 3 Obesity -3.807963e-01
GenHlth_Excellent 1.488407e-01
GenHlth_Very good 1.488407e-01
GenHlth_Good 1.488407e-01
GenHlth_Fair 1.488407e-01
GenHlth_Poor 1.488407e-01
MentHlth_0 2.399748e-02
MentHlth_1-5 2.399748e-02
MentHlth_6-10 2.399748e-02
MentHlth_11-15 2.399748e-02
MentHlth_16-20 2.399748e-02
MentHlth_21-25 2.399748e-02
MentHlth_26-30 2.399748e-02
PhysHlth_0 1.023900e-01
PhysHlth_1-5 1.023900e-01
PhysHlth_6-10 1.023900e-01
PhysHlth_11-15 1.023900e-01
PhysHlth_16-20 1.023900e-01
PhysHlth_21-25 1.023900e-01
PhysHlth_26-30 1.023900e-01
Education_Never attended school or only kinderg... -6.191826e-02
Education_Elementary -6.191826e-02
Education_Some high school -6.191826e-02
Education_High school graduate -6.191826e-02
Education_Some college or technical school -6.191826e-02
Education_College graduate -6.191826e-02
Income_Less than $10,000 1.693783e-01
Income_$10,000-$14,999 1.693783e-01
Income_$15,000-$19,999 1.693783e-01
Income_$20,000-$24,999 1.693783e-01
Income_$25,000-$34,999 1.693783e-01
Income_$35,000-$49,999 1.693783e-01
Income_$50,000-$74,999 1.693783e-01
Income_$75,000 or more 1.693783e-01
Sex_Female -4.607426e-14
Sex_Male -4.112132e-03
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -4.104742e-03
PC54 \
HighBP -0.000000e+00
HighChol 6.543198e-17
CholCheck -2.189249e-15
Smoker -7.581620e-17
Stroke -1.716455e-16
HeartDiseaseorAttack 1.765396e-17
PhysActivity -6.285903e-17
Fruits -4.113571e-17
Veggies 4.218753e-17
HvyAlcoholConsump 5.747746e-17
AnyHealthcare 5.533251e-16
NoDocbcCost -7.853163e-16
DiffWalk 2.800210e-17
BMI_Underweight 3.040968e-01
BMI_Healthy weight 2.791520e-01
BMI_Overweight 1.370390e-01
BMI_Class 1 Obesity -4.663367e-02
BMI_Class 2 Obesity -3.857262e-02
BMI_Class 3 Obesity 1.338766e-01
GenHlth_Excellent 2.475927e-02
GenHlth_Very good 2.475927e-02
GenHlth_Good 2.475927e-02
GenHlth_Fair 2.475927e-02
GenHlth_Poor 2.475927e-02
MentHlth_0 7.669378e-02
MentHlth_1-5 7.669378e-02
MentHlth_6-10 7.669378e-02
MentHlth_11-15 7.669378e-02
MentHlth_16-20 7.669378e-02
MentHlth_21-25 7.669378e-02
MentHlth_26-30 7.669378e-02
PhysHlth_0 -2.745260e-01
PhysHlth_1-5 -2.745260e-01
PhysHlth_6-10 -2.745260e-01
PhysHlth_11-15 -2.745260e-01
PhysHlth_16-20 -2.745260e-01
PhysHlth_21-25 -2.745260e-01
PhysHlth_26-30 -2.745260e-01
Education_Never attended school or only kinderg... 1.774676e-01
Education_Elementary 1.774676e-01
Education_Some high school 1.774676e-01
Education_High school graduate 1.774676e-01
Education_Some college or technical school 1.774676e-01
Education_College graduate 1.774676e-01
Income_Less than $10,000 5.833322e-02
Income_$10,000-$14,999 5.833322e-02
Income_$15,000-$19,999 5.833322e-02
Income_$20,000-$24,999 5.833322e-02
Income_$25,000-$34,999 5.833322e-02
Income_$35,000-$49,999 5.833322e-02
Income_$50,000-$74,999 5.833322e-02
Income_$75,000 or more 5.833322e-02
Sex_Female -0.000000e+00
Sex_Male -2.502899e-02
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -2.502899e-02
PC55 \
HighBP 0.000000e+00
HighChol -6.124691e-17
CholCheck -1.547174e-16
Smoker 9.888162e-17
Stroke 1.741448e-16
HeartDiseaseorAttack -5.098085e-17
PhysActivity 3.207251e-17
Fruits 7.252922e-17
Veggies -1.823447e-18
HvyAlcoholConsump -1.092314e-16
AnyHealthcare 1.804359e-16
NoDocbcCost -4.165443e-16
DiffWalk 2.598297e-17
BMI_Underweight -2.441594e-01
BMI_Healthy weight 1.103029e-01
BMI_Overweight 7.275005e-01
BMI_Class 1 Obesity -5.961735e-02
BMI_Class 2 Obesity 6.978290e-03
BMI_Class 3 Obesity 2.445170e-01
GenHlth_Excellent 1.110996e-01
GenHlth_Very good 1.110996e-01
GenHlth_Good 1.110996e-01
GenHlth_Fair 1.110996e-01
GenHlth_Poor 1.110996e-01
MentHlth_0 -1.549072e-01
MentHlth_1-5 -1.549072e-01
MentHlth_6-10 -1.549072e-01
MentHlth_11-15 -1.549072e-01
MentHlth_16-20 -1.549072e-01
MentHlth_21-25 -1.549072e-01
MentHlth_26-30 -1.549072e-01
PhysHlth_0 -4.791925e-02
PhysHlth_1-5 -4.791925e-02
PhysHlth_6-10 -4.791925e-02
PhysHlth_11-15 -4.791925e-02
PhysHlth_16-20 -4.791925e-02
PhysHlth_21-25 -4.791925e-02
PhysHlth_26-30 -4.791925e-02
Education_Never attended school or only kinderg... -1.107892e-01
Education_Elementary -1.107892e-01
Education_Some high school -1.107892e-01
Education_High school graduate -1.107892e-01
Education_Some college or technical school -1.107892e-01
Education_College graduate -1.107892e-01
Income_Less than $10,000 1.707836e-02
Income_$10,000-$14,999 1.707836e-02
Income_$15,000-$19,999 1.707836e-02
Income_$20,000-$24,999 1.707836e-02
Income_$25,000-$34,999 1.707836e-02
Income_$35,000-$49,999 1.707836e-02
Income_$50,000-$74,999 1.707836e-02
Income_$75,000 or more 1.707836e-02
Sex_Female 0.000000e+00
Sex_Male 8.315375e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 8.315375e-02
PC56 \
HighBP -0.000000e+00
HighChol 1.213233e-16
CholCheck -1.637660e-15
Smoker 8.473371e-17
Stroke -3.364096e-18
HeartDiseaseorAttack -7.920801e-17
PhysActivity 1.819554e-16
Fruits -9.996601e-17
Veggies 5.743036e-17
HvyAlcoholConsump -9.597589e-17
AnyHealthcare 1.749800e-15
NoDocbcCost -2.111912e-16
DiffWalk 1.925696e-17
BMI_Underweight -1.787960e-01
BMI_Healthy weight -5.446361e-02
BMI_Overweight 1.102960e-01
BMI_Class 1 Obesity 5.845580e-02
BMI_Class 2 Obesity -2.228586e-01
BMI_Class 3 Obesity 4.752868e-01
GenHlth_Excellent 1.059912e-03
GenHlth_Very good 1.059912e-03
GenHlth_Good 1.059912e-03
GenHlth_Fair 1.059912e-03
GenHlth_Poor 1.059912e-03
MentHlth_0 9.425364e-02
MentHlth_1-5 9.425364e-02
MentHlth_6-10 9.425364e-02
MentHlth_11-15 9.425364e-02
MentHlth_16-20 9.425364e-02
MentHlth_21-25 9.425364e-02
MentHlth_26-30 9.425364e-02
PhysHlth_0 1.487936e-01
PhysHlth_1-5 1.487936e-01
PhysHlth_6-10 1.487936e-01
PhysHlth_11-15 1.487936e-01
PhysHlth_16-20 1.487936e-01
PhysHlth_21-25 1.487936e-01
PhysHlth_26-30 1.487936e-01
Education_Never attended school or only kinderg... 1.112024e-01
Education_Elementary 1.112024e-01
Education_Some high school 1.112024e-01
Education_High school graduate 1.112024e-01
Education_Some college or technical school 1.112024e-01
Education_College graduate 1.112024e-01
Income_Less than $10,000 1.982401e-01
Income_$10,000-$14,999 1.982401e-01
Income_$15,000-$19,999 1.982401e-01
Income_$20,000-$24,999 1.982401e-01
Income_$25,000-$34,999 1.982401e-01
Income_$35,000-$49,999 1.982401e-01
Income_$50,000-$74,999 1.982401e-01
Income_$75,000 or more 1.982401e-01
Sex_Female -0.000000e+00
Sex_Male -1.846110e-01
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.846110e-01
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol -2.771245e-17 4.741489e-17
CholCheck 3.655966e-16 1.956246e-15
Smoker -9.185179e-17 1.211534e-16
Stroke -2.614480e-16 -6.278345e-17
HeartDiseaseorAttack -4.744748e-19 -2.005736e-16
PhysActivity -1.592538e-16 1.839039e-16
Fruits 7.634869e-18 -1.355088e-16
Veggies 3.988663e-17 5.616946e-17
HvyAlcoholConsump -8.173785e-16 5.617843e-16
AnyHealthcare -2.242288e-16 -1.412593e-15
NoDocbcCost 4.858913e-16 -4.963381e-16
DiffWalk 5.497724e-17 -9.107958e-17
BMI_Underweight 3.504437e-01 6.152209e-01
BMI_Healthy weight -4.023401e-01 -3.586214e-01
BMI_Overweight 4.322442e-01 -4.331930e-02
BMI_Class 1 Obesity -1.467953e-01 -7.365132e-02
BMI_Class 2 Obesity 2.981670e-01 -2.629404e-01
BMI_Class 3 Obesity -2.601189e-02 3.389151e-01
GenHlth_Excellent -2.441463e-01 2.136345e-01
GenHlth_Very good -2.441463e-01 2.136345e-01
GenHlth_Good -2.441463e-01 2.136345e-01
GenHlth_Fair -2.441463e-01 2.136345e-01
GenHlth_Poor -2.441463e-01 2.136345e-01
MentHlth_0 -2.741550e-02 -1.215190e-02
MentHlth_1-5 -2.741550e-02 -1.215190e-02
MentHlth_6-10 -2.741550e-02 -1.215190e-02
MentHlth_11-15 -2.741550e-02 -1.215190e-02
MentHlth_16-20 -2.741550e-02 -1.215190e-02
MentHlth_21-25 -2.741550e-02 -1.215190e-02
MentHlth_26-30 -2.741550e-02 -1.215190e-02
PhysHlth_0 5.954013e-02 4.091131e-02
PhysHlth_1-5 5.954013e-02 4.091131e-02
PhysHlth_6-10 5.954013e-02 4.091131e-02
PhysHlth_11-15 5.954013e-02 4.091131e-02
PhysHlth_16-20 5.954013e-02 4.091131e-02
PhysHlth_21-25 5.954013e-02 4.091131e-02
PhysHlth_26-30 5.954013e-02 4.091131e-02
Education_Never attended school or only kinderg... 1.132169e-01 -4.126175e-02
Education_Elementary 1.132169e-01 -4.126175e-02
Education_Some high school 1.132169e-01 -4.126175e-02
Education_High school graduate 1.132169e-01 -4.126175e-02
Education_Some college or technical school 1.132169e-01 -4.126175e-02
Education_College graduate 1.132169e-01 -4.126175e-02
Income_Less than $10,000 -5.694096e-03 -7.932086e-02
Income_$10,000-$14,999 -5.694096e-03 -7.932086e-02
Income_$15,000-$19,999 -5.694096e-03 -7.932086e-02
Income_$20,000-$24,999 -5.694096e-03 -7.932086e-02
Income_$25,000-$34,999 -5.694096e-03 -7.932086e-02
Income_$35,000-$49,999 -5.694096e-03 -7.932086e-02
Income_$50,000-$74,999 -5.694096e-03 -7.932086e-02
Income_$75,000 or more -5.694096e-03 -7.932086e-02
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male 7.767284e-02 6.849097e-03
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ 7.767283e-02 6.849096e-03
[58 rows x 58 columns]
PCA Results for Subset_43:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 1.097035 -0.288290 0.103560 0.063073 0.083019 0.376485 0.750532
1 -0.080735 0.316953 -0.250250 -0.186370 0.478025 0.478833 0.572715
2 0.453722 0.229291 0.754407 -0.742811 -0.651015 -0.474243 -0.348565
3 -0.171274 -0.215831 0.981471 0.434635 -0.476547 -0.151048 -0.181916
4 -0.502465 0.760307 0.904742 0.828815 0.102655 -0.562595 0.187474
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.300817 0.167576 0.272814 ... 0.0 0.0 0.0 0.0 0.000000e+00
1 -0.141034 0.386798 0.069327 ... 0.0 0.0 0.0 0.0 7.494005e-16
2 -0.255913 0.188458 0.153228 ... 0.0 0.0 0.0 0.0 -5.551115e-17
3 0.536411 0.256452 1.268185 ... 0.0 0.0 0.0 0.0 3.885781e-16
4 0.223341 -0.031287 0.762498 ... 0.0 0.0 0.0 0.0 3.330669e-16
PC54 PC55 PC56 PC57 PC58
0 8.326673e-17 -2.775558e-17 1.110223e-16 -1.665335e-16 6.938894e-18
1 -6.245005e-16 -2.498002e-16 -1.776357e-15 -1.665335e-16 1.033895e-15
2 -1.110223e-16 2.775558e-17 -4.440892e-16 -2.775558e-16 -1.040834e-16
3 6.938894e-17 -1.665335e-16 2.220446e-16 0.000000e+00 -1.595946e-16
4 1.387779e-17 -5.551115e-17 0.000000e+00 0.000000e+00 -4.857226e-17
[5 rows x 58 columns]
For Subset_43, retain 22 components to explain 90% of the variance.
Explained Variance for Subset_44:
[1.09042586e-01 6.82886594e-02 6.33321665e-02 5.84234145e-02
5.03916261e-02 4.91598973e-02 4.74514460e-02 4.48518836e-02
4.26168541e-02 3.54576686e-02 3.39985041e-02 3.27789121e-02
2.97075150e-02 2.92439437e-02 2.67190625e-02 2.59531654e-02
2.44382069e-02 2.36654204e-02 2.22673202e-02 1.95160341e-02
1.87465247e-02 1.75899898e-02 1.53650315e-02 1.36264411e-02
1.25764379e-02 1.18421612e-02 1.00107275e-02 9.50517195e-03
8.09973733e-03 7.79762942e-03 7.43463360e-03 5.29825728e-03
5.21656615e-03 4.96312706e-03 4.10099499e-03 2.79000018e-03
2.52404221e-03 2.32147569e-03 1.45033163e-03 1.24740655e-03
1.89025794e-04 1.24261195e-17 7.19215442e-18 4.49753456e-18
2.31986358e-18 3.36706437e-19 1.24151069e-19 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_44:
[0.10904259 0.17733125 0.24066341 0.29908683 0.34947845 0.39863835
0.4460898 0.49094168 0.53355853 0.5690162 0.60301471 0.63579362
0.66550113 0.69474508 0.72146414 0.7474173 0.77185551 0.79552093
0.81778825 0.83730429 0.85605081 0.8736408 0.88900583 0.90263227
0.91520871 0.92705087 0.9370616 0.94656677 0.95466651 0.96246414
0.96989877 0.97519703 0.9804136 0.98537672 0.98947772 0.99226772
0.99479176 0.99711324 0.99856357 0.99981097 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_44:
PC1 \
HighBP -1.682444e-01
HighChol -1.562677e-01
CholCheck -8.546259e-03
Smoker -1.009217e-01
Stroke -7.238341e-02
HeartDiseaseorAttack -1.572389e-01
PhysActivity 2.938989e-01
Fruits 1.105041e-01
Veggies 9.877883e-02
HvyAlcoholConsump 1.433733e-02
AnyHealthcare 2.552065e-03
NoDocbcCost -4.677629e-02
DiffWalk -4.133584e-01
BMI_Underweight -6.617445e-24
BMI_Healthy weight 8.271806e-25
BMI_Overweight 5.169879e-26
BMI_Class 1 Obesity 2.385381e-17
BMI_Class 2 Obesity -1.615587e-27
BMI_Class 3 Obesity -2.019484e-28
GenHlth_Excellent 7.883117e-02
GenHlth_Very good 3.167907e-01
GenHlth_Good -3.752272e-02
GenHlth_Fair -2.332519e-01
GenHlth_Poor -1.248472e-01
MentHlth_0 2.601888e-01
MentHlth_1-5 -1.020546e-01
MentHlth_6-10 -3.718375e-02
MentHlth_11-15 -2.834797e-02
MentHlth_16-20 -1.411035e-02
MentHlth_21-25 -7.622121e-03
MentHlth_26-30 -7.087001e-02
PhysHlth_0 4.523571e-01
PhysHlth_1-5 -1.070893e-01
PhysHlth_6-10 -5.503625e-02
PhysHlth_11-15 -5.402353e-02
PhysHlth_16-20 -2.545281e-02
PhysHlth_21-25 -1.855839e-02
PhysHlth_26-30 -1.921967e-01
Education_Never attended school or only kinderg... -4.715994e-04
Education_Elementary -2.468608e-02
Education_Some high school -3.822926e-02
Education_High school graduate -1.545139e-01
Education_Some college or technical school 2.519241e-02
Education_College graduate 1.927084e-01
Income_Less than $10,000 -4.247286e-02
Income_$10,000-$14,999 -6.897936e-02
Income_$15,000-$19,999 -6.916591e-02
Income_$20,000-$24,999 -5.552217e-02
Income_$25,000-$34,999 -1.529037e-02
Income_$35,000-$49,999 5.096926e-02
Income_$50,000-$74,999 7.965039e-02
Income_$75,000 or more 1.208110e-01
Sex_Female 2.385381e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 2.385381e-17
PC2 \
HighBP 7.694106e-02
HighChol -2.398182e-02
CholCheck -3.603639e-03
Smoker -3.860532e-02
Stroke -9.299737e-03
HeartDiseaseorAttack -1.309510e-02
PhysActivity -1.312993e-01
Fruits -1.470361e-01
Veggies -1.537503e-01
HvyAlcoholConsump -1.885423e-02
AnyHealthcare -1.614279e-03
NoDocbcCost -3.450491e-03
DiffWalk -8.769126e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight -2.710505e-20
BMI_Class 1 Obesity -4.428011e-17
BMI_Class 2 Obesity 6.776264e-21
BMI_Class 3 Obesity 1.694066e-21
GenHlth_Excellent -1.245368e-02
GenHlth_Very good -1.436416e-01
GenHlth_Good 2.931698e-01
GenHlth_Fair -9.646840e-02
GenHlth_Poor -4.060611e-02
MentHlth_0 2.443474e-01
MentHlth_1-5 -1.606210e-01
MentHlth_6-10 -2.668927e-02
MentHlth_11-15 -1.511441e-02
MentHlth_16-20 -7.728373e-03
MentHlth_21-25 -4.698942e-03
MentHlth_26-30 -2.949535e-02
PhysHlth_0 3.369466e-01
PhysHlth_1-5 -1.849314e-01
PhysHlth_6-10 -4.390851e-02
PhysHlth_11-15 -1.265986e-02
PhysHlth_16-20 -8.904523e-03
PhysHlth_21-25 -5.411902e-03
PhysHlth_26-30 -8.113037e-02
Education_Never attended school or only kinderg... -3.743668e-04
Education_Elementary -4.994591e-03
Education_Some high school 2.023090e-03
Education_High school graduate 5.683483e-01
Education_Some college or technical school -1.590979e-01
Education_College graduate -4.059046e-01
Income_Less than $10,000 1.266203e-02
Income_$10,000-$14,999 3.228003e-02
Income_$15,000-$19,999 6.885207e-02
Income_$20,000-$24,999 8.288851e-02
Income_$25,000-$34,999 4.915660e-02
Income_$35,000-$49,999 -1.418615e-03
Income_$50,000-$74,999 -9.610474e-02
Income_$75,000 or more -1.483159e-01
Sex_Female -4.429499e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -4.429499e-17
PC3 \
HighBP 5.736944e-02
HighChol 5.251862e-02
CholCheck 4.483385e-03
Smoker -6.527745e-02
Stroke -1.020440e-02
HeartDiseaseorAttack -1.344850e-02
PhysActivity 1.473955e-01
Fruits 1.192626e-01
Veggies 8.140189e-02
HvyAlcoholConsump 6.491063e-04
AnyHealthcare 1.051605e-03
NoDocbcCost -1.157707e-02
DiffWalk -6.260483e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -1.734723e-18
BMI_Overweight -4.336809e-19
BMI_Class 1 Obesity 5.616099e-17
BMI_Class 2 Obesity -1.084202e-19
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -1.207747e-02
GenHlth_Very good -4.676375e-01
GenHlth_Good 7.301024e-01
GenHlth_Fair -1.849054e-01
GenHlth_Poor -6.548200e-02
MentHlth_0 6.068111e-03
MentHlth_1-5 2.858440e-02
MentHlth_6-10 4.124464e-04
MentHlth_11-15 -6.120219e-03
MentHlth_16-20 -2.167096e-03
MentHlth_21-25 -1.566778e-03
MentHlth_26-30 -2.521086e-02
PhysHlth_0 -6.309242e-02
PhysHlth_1-5 1.421453e-01
PhysHlth_6-10 1.913048e-02
PhysHlth_11-15 -9.555295e-03
PhysHlth_16-20 -5.203445e-03
PhysHlth_21-25 -6.706448e-03
PhysHlth_26-30 -7.671818e-02
Education_Never attended school or only kinderg... -7.273689e-04
Education_Elementary -4.098747e-03
Education_Some high school -1.702985e-02
Education_High school graduate -2.591899e-01
Education_Some college or technical school 2.063569e-01
Education_College graduate 7.468894e-02
Income_Less than $10,000 -1.519923e-02
Income_$10,000-$14,999 -2.513251e-02
Income_$15,000-$19,999 -2.172418e-02
Income_$20,000-$24,999 -3.135825e-02
Income_$25,000-$34,999 2.652174e-02
Income_$35,000-$49,999 2.559360e-02
Income_$50,000-$74,999 1.419996e-02
Income_$75,000 or more 2.709888e-02
Sex_Female 5.641267e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 5.641267e-17
PC4 \
HighBP 1.354895e-02
HighChol 2.578372e-02
CholCheck -4.792864e-04
Smoker 1.301682e-01
Stroke 8.238974e-03
HeartDiseaseorAttack 3.951304e-02
PhysActivity -1.267897e-01
Fruits -1.083072e-01
Veggies -3.907868e-02
HvyAlcoholConsump -7.792059e-03
AnyHealthcare -4.759219e-03
NoDocbcCost 9.774433e-03
DiffWalk 4.497724e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -2.775558e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -4.931072e-17
BMI_Class 2 Obesity 6.938894e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 1.413885e-02
GenHlth_Very good 6.487668e-02
GenHlth_Good -1.116778e-01
GenHlth_Fair 9.496729e-03
GenHlth_Poor 2.316553e-02
MentHlth_0 6.167196e-02
MentHlth_1-5 -6.694817e-02
MentHlth_6-10 -5.610270e-03
MentHlth_11-15 4.574957e-04
MentHlth_16-20 -6.949831e-04
MentHlth_21-25 -1.899154e-03
MentHlth_26-30 1.302312e-02
PhysHlth_0 1.692572e-01
PhysHlth_1-5 -1.707557e-01
PhysHlth_6-10 -1.807461e-02
PhysHlth_11-15 -2.878277e-03
PhysHlth_16-20 -1.855995e-03
PhysHlth_21-25 7.732207e-04
PhysHlth_26-30 2.353414e-02
Education_Never attended school or only kinderg... 2.054592e-04
Education_Elementary 3.062867e-03
Education_Some high school 1.716312e-02
Education_High school graduate -3.201089e-01
Education_Some college or technical school 7.438625e-01
Education_College graduate -4.441851e-01
Income_Less than $10,000 2.349912e-03
Income_$10,000-$14,999 1.879869e-02
Income_$15,000-$19,999 2.482190e-02
Income_$20,000-$24,999 3.391048e-02
Income_$25,000-$34,999 3.327993e-02
Income_$35,000-$49,999 -7.980395e-03
Income_$50,000-$74,999 -2.008459e-02
Income_$75,000 or more -8.509592e-02
Sex_Female -4.666669e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -4.666669e-17
PC5 \
HighBP 3.903331e-02
HighChol 3.601899e-01
CholCheck 4.991833e-03
Smoker 5.022822e-01
Stroke -2.187271e-02
HeartDiseaseorAttack -1.689913e-02
PhysActivity 1.373559e-01
Fruits -2.820544e-01
Veggies -7.502197e-02
HvyAlcoholConsump 2.128448e-02
AnyHealthcare -1.890013e-03
NoDocbcCost -2.824926e-04
DiffWalk -2.380224e-01
BMI_Underweight -8.326673e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity -9.845483e-17
BMI_Class 2 Obesity -5.551115e-17
BMI_Class 3 Obesity -2.775558e-17
GenHlth_Excellent -5.159259e-02
GenHlth_Very good 1.488008e-01
GenHlth_Good 1.026474e-01
GenHlth_Fair -1.678320e-01
GenHlth_Poor -3.202357e-02
MentHlth_0 -4.597056e-01
MentHlth_1-5 3.528305e-01
MentHlth_6-10 4.509095e-02
MentHlth_11-15 1.937319e-02
MentHlth_16-20 6.592682e-03
MentHlth_21-25 3.868326e-03
MentHlth_26-30 3.194994e-02
PhysHlth_0 1.530307e-01
PhysHlth_1-5 -1.404480e-02
PhysHlth_6-10 -1.234899e-02
PhysHlth_11-15 -1.001165e-02
PhysHlth_16-20 -6.388473e-03
PhysHlth_21-25 -3.101009e-03
PhysHlth_26-30 -1.071357e-01
Education_Never attended school or only kinderg... -9.543651e-04
Education_Elementary -1.866072e-02
Education_Some high school -2.469444e-02
Education_High school graduate 8.531350e-02
Education_Some college or technical school -3.176788e-02
Education_College graduate -9.236094e-03
Income_Less than $10,000 -1.563040e-02
Income_$10,000-$14,999 -3.744976e-03
Income_$15,000-$19,999 -3.675122e-02
Income_$20,000-$24,999 -1.271361e-02
Income_$25,000-$34,999 -1.485054e-03
Income_$35,000-$49,999 3.014907e-02
Income_$50,000-$74,999 5.505581e-02
Income_$75,000 or more -1.487963e-02
Sex_Female -8.608816e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -8.608816e-17
PC6 \
HighBP 4.534859e-01
HighChol 7.121171e-01
CholCheck 1.579694e-02
Smoker 2.016778e-02
Stroke 3.493049e-02
HeartDiseaseorAttack 1.148110e-01
PhysActivity 1.149253e-01
Fruits 2.819722e-01
Veggies 1.551184e-01
HvyAlcoholConsump -7.099261e-03
AnyHealthcare -1.138912e-03
NoDocbcCost -6.312747e-03
DiffWalk 4.135152e-02
BMI_Underweight 1.040834e-17
BMI_Healthy weight 3.469447e-18
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity 7.669479e-17
BMI_Class 2 Obesity 1.387779e-17
BMI_Class 3 Obesity -6.938894e-18
GenHlth_Excellent -5.568013e-02
GenHlth_Very good 5.063476e-02
GenHlth_Good -8.637575e-02
GenHlth_Fair 9.465529e-02
GenHlth_Poor -3.234162e-03
MentHlth_0 2.699178e-01
MentHlth_1-5 -1.987702e-01
MentHlth_6-10 -2.197224e-02
MentHlth_11-15 -1.005221e-02
MentHlth_16-20 -8.142828e-03
MentHlth_21-25 -1.680245e-03
MentHlth_26-30 -2.930006e-02
PhysHlth_0 8.134753e-02
PhysHlth_1-5 -6.170722e-02
PhysHlth_6-10 -9.504017e-03
PhysHlth_11-15 -5.109169e-03
PhysHlth_16-20 1.617155e-03
PhysHlth_21-25 -6.954849e-04
PhysHlth_26-30 -5.948797e-03
Education_Never attended school or only kinderg... -9.374547e-04
Education_Elementary 7.286138e-03
Education_Some high school -8.698758e-03
Education_High school graduate -1.433390e-02
Education_Some college or technical school -3.718216e-02
Education_College graduate 5.386614e-02
Income_Less than $10,000 -1.146533e-03
Income_$10,000-$14,999 7.503119e-03
Income_$15,000-$19,999 -2.614468e-03
Income_$20,000-$24,999 8.189841e-03
Income_$25,000-$34,999 -3.637157e-02
Income_$35,000-$49,999 -1.418512e-02
Income_$50,000-$74,999 2.318274e-02
Income_$75,000 or more 1.544199e-02
Sex_Female 8.908824e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 8.908824e-17
PC7 \
HighBP 1.120295e-02
HighChol -2.181786e-02
CholCheck -2.825152e-04
Smoker -3.039204e-01
Stroke -1.717024e-02
HeartDiseaseorAttack -2.177994e-02
PhysActivity 4.143418e-01
Fruits 3.699573e-01
Veggies 1.798107e-01
HvyAlcoholConsump -1.811992e-02
AnyHealthcare 3.135993e-03
NoDocbcCost -2.585667e-03
DiffWalk -1.615860e-01
BMI_Underweight -2.081668e-17
BMI_Healthy weight -1.387779e-16
BMI_Overweight 2.081668e-17
BMI_Class 1 Obesity 1.958600e-16
BMI_Class 2 Obesity -2.276825e-17
BMI_Class 3 Obesity 1.249001e-16
GenHlth_Excellent -3.288862e-02
GenHlth_Very good 1.425591e-01
GenHlth_Good -8.409760e-02
GenHlth_Fair -4.403201e-03
GenHlth_Poor -2.116972e-02
MentHlth_0 -2.239550e-01
MentHlth_1-5 1.956764e-01
MentHlth_6-10 1.837039e-02
MentHlth_11-15 6.235600e-03
MentHlth_16-20 2.234990e-03
MentHlth_21-25 2.466714e-04
MentHlth_26-30 1.191011e-03
PhysHlth_0 -2.083610e-01
PhysHlth_1-5 2.133970e-01
PhysHlth_6-10 1.069437e-02
PhysHlth_11-15 2.237025e-02
PhysHlth_16-20 1.480636e-04
PhysHlth_21-25 5.410980e-04
PhysHlth_26-30 -3.878974e-02
Education_Never attended school or only kinderg... -5.629246e-04
Education_Elementary -1.505220e-02
Education_Some high school -5.778869e-02
Education_High school graduate 3.054443e-01
Education_Some college or technical school 1.747235e-01
Education_College graduate -4.067641e-01
Income_Less than $10,000 -1.807191e-02
Income_$10,000-$14,999 -2.001792e-03
Income_$15,000-$19,999 1.713383e-02
Income_$20,000-$24,999 5.131605e-02
Income_$25,000-$34,999 1.193940e-01
Income_$35,000-$49,999 1.012014e-02
Income_$50,000-$74,999 -4.537310e-02
Income_$75,000 or more -1.325172e-01
Sex_Female 1.623625e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.623625e-16
PC8 \
HighBP -1.946523e-01
HighChol -1.968040e-01
CholCheck -3.797682e-03
Smoker 7.696110e-01
Stroke -2.554835e-03
HeartDiseaseorAttack 1.462187e-02
PhysActivity 1.278892e-01
Fruits 2.978951e-01
Veggies 2.073184e-01
HvyAlcoholConsump 1.941251e-02
AnyHealthcare 1.943290e-04
NoDocbcCost -1.270938e-02
DiffWalk 1.355049e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -2.775558e-17
BMI_Overweight -1.734723e-17
BMI_Class 1 Obesity 1.262156e-16
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 3.326381e-02
GenHlth_Very good -6.167611e-02
GenHlth_Good -1.002126e-04
GenHlth_Fair 4.615443e-02
GenHlth_Poor -1.764192e-02
MentHlth_0 2.604957e-01
MentHlth_1-5 -1.807524e-01
MentHlth_6-10 -2.762973e-02
MentHlth_11-15 -1.195224e-02
MentHlth_16-20 -6.251193e-03
MentHlth_21-25 1.307259e-03
MentHlth_26-30 -3.521733e-02
PhysHlth_0 -1.641683e-01
PhysHlth_1-5 1.269125e-01
PhysHlth_6-10 1.230530e-02
PhysHlth_11-15 1.114073e-02
PhysHlth_16-20 -1.331416e-03
PhysHlth_21-25 -3.589183e-03
PhysHlth_26-30 1.873034e-02
Education_Never attended school or only kinderg... -5.749573e-04
Education_Elementary -1.674505e-02
Education_Some high school -9.117213e-03
Education_High school graduate 1.253343e-01
Education_Some college or technical school -1.650288e-02
Education_College graduate -8.239420e-02
Income_Less than $10,000 -9.630318e-03
Income_$10,000-$14,999 -2.044967e-03
Income_$15,000-$19,999 3.950480e-04
Income_$20,000-$24,999 5.108469e-02
Income_$25,000-$34,999 2.400843e-02
Income_$35,000-$49,999 -3.951599e-02
Income_$50,000-$74,999 -1.125807e-02
Income_$75,000 or more -1.303882e-02
Sex_Female 1.273760e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.273760e-16
PC9 \
HighBP 9.172195e-02
HighChol 9.011511e-02
CholCheck 4.719590e-03
Smoker -2.758069e-02
Stroke -2.217611e-02
HeartDiseaseorAttack -5.268913e-02
PhysActivity 3.220941e-02
Fruits -4.708040e-01
Veggies -1.992637e-01
HvyAlcoholConsump 3.809287e-03
AnyHealthcare 3.600530e-03
NoDocbcCost -1.957520e-02
DiffWalk -2.324202e-01
BMI_Underweight 0.000000e+00
BMI_Healthy weight 0.000000e+00
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -1.740020e-16
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -7.481769e-02
GenHlth_Very good 2.101518e-01
GenHlth_Good 1.257671e-03
GenHlth_Fair -6.781309e-02
GenHlth_Poor -6.877871e-02
MentHlth_0 3.240936e-01
MentHlth_1-5 -2.088330e-01
MentHlth_6-10 -2.614200e-02
MentHlth_11-15 -2.084817e-02
MentHlth_16-20 -6.418538e-03
MentHlth_21-25 -6.556070e-03
MentHlth_26-30 -5.529579e-02
PhysHlth_0 -3.995039e-01
PhysHlth_1-5 5.166083e-01
PhysHlth_6-10 1.111818e-02
PhysHlth_11-15 -4.840657e-03
PhysHlth_16-20 -1.081042e-02
PhysHlth_21-25 -3.571800e-03
PhysHlth_26-30 -1.089997e-01
Education_Never attended school or only kinderg... -1.376845e-03
Education_Elementary -9.350265e-03
Education_Some high school -2.105159e-02
Education_High school graduate 6.658644e-04
Education_Some college or technical school 7.455503e-02
Education_College graduate -4.344220e-02
Income_Less than $10,000 -1.599888e-02
Income_$10,000-$14,999 -2.232416e-02
Income_$15,000-$19,999 -1.483915e-02
Income_$20,000-$24,999 -2.196937e-03
Income_$25,000-$34,999 -4.867000e-03
Income_$35,000-$49,999 4.426048e-02
Income_$50,000-$74,999 2.887227e-02
Income_$75,000 or more -1.290663e-02
Sex_Female -1.396819e-16
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -1.396819e-16
PC10 ... PC49 \
HighBP -3.129700e-02 ... 0.0
HighChol -1.815850e-02 ... 0.0
CholCheck -3.204631e-03 ... 0.0
Smoker -1.061664e-02 ... 0.0
Stroke 1.861843e-02 ... 0.0
HeartDiseaseorAttack 8.667453e-02 ... 0.0
PhysActivity 6.604050e-01 ... 0.0
Fruits -3.211858e-01 ... 0.0
Veggies -1.649592e-01 ... 0.0
HvyAlcoholConsump -6.598093e-03 ... 0.0
AnyHealthcare -2.601734e-03 ... 0.0
NoDocbcCost 2.503312e-02 ... 0.0
DiffWalk -1.762624e-03 ... 0.0
BMI_Underweight 5.551115e-17 ... 0.0
BMI_Healthy weight 1.873501e-16 ... 0.0
BMI_Overweight -2.567391e-16 ... 0.0
BMI_Class 1 Obesity -3.144521e-16 ... 0.0
BMI_Class 2 Obesity -1.734723e-18 ... 0.0
BMI_Class 3 Obesity 5.551115e-17 ... 0.0
GenHlth_Excellent 1.414125e-01 ... 0.0
GenHlth_Very good -3.228577e-01 ... 0.0
GenHlth_Good -1.368808e-01 ... 0.0
GenHlth_Fair 3.163657e-01 ... 0.0
GenHlth_Poor 1.960323e-03 ... 0.0
MentHlth_0 3.373149e-02 ... 0.0
MentHlth_1-5 -7.813751e-02 ... 0.0
MentHlth_6-10 1.241767e-02 ... 0.0
MentHlth_11-15 9.476221e-03 ... 0.0
MentHlth_16-20 3.513382e-03 ... 0.0
MentHlth_21-25 -2.504135e-04 ... 0.0
MentHlth_26-30 1.924916e-02 ... 0.0
PhysHlth_0 5.117856e-02 ... 0.0
PhysHlth_1-5 -1.436018e-01 ... 0.0
PhysHlth_6-10 1.634197e-02 ... 0.0
PhysHlth_11-15 2.506547e-02 ... 0.0
PhysHlth_16-20 1.925124e-03 ... 0.0
PhysHlth_21-25 1.127972e-02 ... 0.0
PhysHlth_26-30 3.781098e-02 ... 0.0
Education_Never attended school or only kinderg... 7.930469e-04 ... 0.0
Education_Elementary 2.919427e-02 ... 0.0
Education_Some high school 5.950150e-02 ... 0.0
Education_High school graduate -4.832781e-02 ... 0.0
Education_Some college or technical school -3.151078e-02 ... 0.0
Education_College graduate -9.650221e-03 ... 0.0
Income_Less than $10,000 4.499693e-02 ... 0.0
Income_$10,000-$14,999 5.258267e-02 ... 0.0
Income_$15,000-$19,999 8.746489e-02 ... 0.0
Income_$20,000-$24,999 -1.330070e-02 ... 0.0
Income_$25,000-$34,999 9.446760e-02 ... 0.0
Income_$35,000-$49,999 -3.363961e-01 ... 0.0
Income_$50,000-$74,999 4.173323e-03 ... 0.0
Income_$75,000 or more 6.601141e-02 ... 0.0
Sex_Female -2.237092e-16 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ -2.237092e-16 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 0.000000e+00
HighChol 0.0 0.0 2.267964e-21
CholCheck 0.0 0.0 1.115950e-20
Smoker 0.0 0.0 1.310038e-20
Stroke 0.0 0.0 2.616276e-20
HeartDiseaseorAttack 0.0 0.0 5.295678e-20
PhysActivity 0.0 0.0 3.862582e-21
Fruits 0.0 0.0 -1.955894e-21
Veggies 0.0 0.0 1.003009e-20
HvyAlcoholConsump 0.0 0.0 1.800751e-19
AnyHealthcare 0.0 0.0 -3.932228e-20
NoDocbcCost 0.0 0.0 -6.986498e-19
DiffWalk 0.0 0.0 4.371278e-20
BMI_Underweight 0.0 0.0 2.749650e-10
BMI_Healthy weight 0.0 0.0 -5.145754e-11
BMI_Overweight 0.0 0.0 6.135909e-10
BMI_Class 1 Obesity 0.0 0.0 -3.706742e-10
BMI_Class 2 Obesity 0.0 0.0 5.041994e-10
BMI_Class 3 Obesity 0.0 0.0 1.349880e-12
GenHlth_Excellent 0.0 0.0 -1.456006e-10
GenHlth_Very good 0.0 0.0 -1.456006e-10
GenHlth_Good 0.0 0.0 -1.456006e-10
GenHlth_Fair 0.0 0.0 -1.456006e-10
GenHlth_Poor 0.0 0.0 -1.456006e-10
MentHlth_0 0.0 0.0 -6.196080e-11
MentHlth_1-5 0.0 0.0 -6.196080e-11
MentHlth_6-10 0.0 0.0 -6.196080e-11
MentHlth_11-15 0.0 0.0 -6.196080e-11
MentHlth_16-20 0.0 0.0 -6.196080e-11
MentHlth_21-25 0.0 0.0 -6.196080e-11
MentHlth_26-30 0.0 0.0 -6.196080e-11
PhysHlth_0 0.0 0.0 -3.244569e-12
PhysHlth_1-5 0.0 0.0 -3.244569e-12
PhysHlth_6-10 0.0 0.0 -3.244569e-12
PhysHlth_11-15 0.0 0.0 -3.244569e-12
PhysHlth_16-20 0.0 0.0 -3.244570e-12
PhysHlth_21-25 0.0 0.0 -3.244569e-12
PhysHlth_26-30 0.0 0.0 -3.244569e-12
Education_Never attended school or only kinderg... 0.0 0.0 -3.991809e-11
Education_Elementary 0.0 0.0 -3.991809e-11
Education_Some high school 0.0 0.0 -3.991809e-11
Education_High school graduate 0.0 0.0 -3.991809e-11
Education_Some college or technical school 0.0 0.0 -3.991809e-11
Education_College graduate 0.0 0.0 -3.991809e-11
Income_Less than $10,000 0.0 0.0 4.298545e-10
Income_$10,000-$14,999 0.0 0.0 4.298545e-10
Income_$15,000-$19,999 0.0 0.0 4.298545e-10
Income_$20,000-$24,999 0.0 0.0 4.298545e-10
Income_$25,000-$34,999 0.0 0.0 4.298545e-10
Income_$35,000-$49,999 0.0 0.0 4.298545e-10
Income_$50,000-$74,999 0.0 0.0 4.298545e-10
Income_$75,000 or more 0.0 0.0 4.298545e-10
Sex_Female 0.0 0.0 7.071068e-01
Sex_Male 0.0 0.0 0.000000e+00
Age_18-29 0.0 1.0 0.000000e+00
Age_30-49 1.0 0.0 0.000000e+00
Age_50-64 0.0 0.0 0.000000e+00
Age_65+ 0.0 0.0 -7.071068e-01
PC53 \
HighBP 0.000000e+00
HighChol 5.564578e-17
CholCheck -2.354522e-16
Smoker -5.433420e-18
Stroke 7.022326e-17
HeartDiseaseorAttack 1.124415e-18
PhysActivity 6.810208e-18
Fruits -2.388975e-16
Veggies 2.020137e-16
HvyAlcoholConsump 5.608564e-17
AnyHealthcare 6.978687e-16
NoDocbcCost 4.274801e-16
DiffWalk 3.409253e-17
BMI_Underweight -3.345575e-02
BMI_Healthy weight 6.683875e-02
BMI_Overweight -2.043262e-01
BMI_Class 1 Obesity -2.827229e-01
BMI_Class 2 Obesity -2.902018e-01
BMI_Class 3 Obesity 6.936217e-02
GenHlth_Excellent 1.462931e-02
GenHlth_Very good 1.462931e-02
GenHlth_Good 1.462931e-02
GenHlth_Fair 1.462931e-02
GenHlth_Poor 1.462931e-02
MentHlth_0 1.276032e-01
MentHlth_1-5 1.276032e-01
MentHlth_6-10 1.276032e-01
MentHlth_11-15 1.276032e-01
MentHlth_16-20 1.276032e-01
MentHlth_21-25 1.276032e-01
MentHlth_26-30 1.276032e-01
PhysHlth_0 -1.835967e-01
PhysHlth_1-5 -1.835967e-01
PhysHlth_6-10 -1.835967e-01
PhysHlth_11-15 -1.835967e-01
PhysHlth_16-20 -1.835967e-01
PhysHlth_21-25 -1.835967e-01
PhysHlth_26-30 -1.835967e-01
Education_Never attended school or only kinderg... -1.177732e-01
Education_Elementary -1.177732e-01
Education_Some high school -1.177732e-01
Education_High school graduate -1.177732e-01
Education_Some college or technical school -1.177732e-01
Education_College graduate -1.177732e-01
Income_Less than $10,000 5.012987e-02
Income_$10,000-$14,999 5.012987e-02
Income_$15,000-$19,999 5.012987e-02
Income_$20,000-$24,999 5.012987e-02
Income_$25,000-$34,999 5.012987e-02
Income_$35,000-$49,999 5.012987e-02
Income_$50,000-$74,999 5.012987e-02
Income_$75,000 or more 5.012987e-02
Sex_Female 4.058166e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 4.058166e-01
PC54 \
HighBP 2.352557e-16
HighChol 9.558255e-17
CholCheck -2.155906e-15
Smoker -3.550313e-17
Stroke 2.328477e-16
HeartDiseaseorAttack -4.748618e-17
PhysActivity -1.838813e-16
Fruits -1.707867e-16
Veggies 2.975008e-16
HvyAlcoholConsump 2.891938e-18
AnyHealthcare -2.005023e-16
NoDocbcCost 8.167793e-17
DiffWalk 5.357654e-17
BMI_Underweight 2.888508e-02
BMI_Healthy weight 5.118531e-02
BMI_Overweight 2.954258e-03
BMI_Class 1 Obesity -4.826168e-02
BMI_Class 2 Obesity -2.268146e-02
BMI_Class 3 Obesity 8.623691e-04
GenHlth_Excellent 3.650184e-01
GenHlth_Very good 3.650184e-01
GenHlth_Good 3.650184e-01
GenHlth_Fair 3.650184e-01
GenHlth_Poor 3.650184e-01
MentHlth_0 1.503156e-01
MentHlth_1-5 1.503156e-01
MentHlth_6-10 1.503156e-01
MentHlth_11-15 1.503156e-01
MentHlth_16-20 1.503156e-01
MentHlth_21-25 1.503156e-01
MentHlth_26-30 1.503156e-01
PhysHlth_0 9.321698e-02
PhysHlth_1-5 9.321698e-02
PhysHlth_6-10 9.321698e-02
PhysHlth_11-15 9.321698e-02
PhysHlth_16-20 9.321698e-02
PhysHlth_21-25 9.321698e-02
PhysHlth_26-30 9.321698e-02
Education_Never attended school or only kinderg... 1.019284e-01
Education_Elementary 1.019284e-01
Education_Some high school 1.019284e-01
Education_High school graduate 1.019284e-01
Education_Some college or technical school 1.019284e-01
Education_College graduate 1.019284e-01
Income_Less than $10,000 7.483220e-02
Income_$10,000-$14,999 7.483220e-02
Income_$15,000-$19,999 7.483220e-02
Income_$20,000-$24,999 7.483220e-02
Income_$25,000-$34,999 7.483220e-02
Income_$35,000-$49,999 7.483220e-02
Income_$50,000-$74,999 7.483220e-02
Income_$75,000 or more 7.483220e-02
Sex_Female -2.622702e-02
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -2.622702e-02
PC55 \
HighBP -0.000000e+00
HighChol -1.059920e-17
CholCheck 6.277542e-16
Smoker 2.659809e-18
Stroke 1.667556e-16
HeartDiseaseorAttack -8.579097e-17
PhysActivity -5.076406e-17
Fruits 4.463764e-16
Veggies -1.403330e-16
HvyAlcoholConsump -2.133800e-16
AnyHealthcare -2.291215e-15
NoDocbcCost 1.007300e-16
DiffWalk -5.614196e-17
BMI_Underweight 1.695290e-01
BMI_Healthy weight 1.296484e-01
BMI_Overweight 7.825197e-02
BMI_Class 1 Obesity -4.987026e-01
BMI_Class 2 Obesity 6.477542e-03
BMI_Class 3 Obesity 5.495741e-01
GenHlth_Excellent -8.384475e-02
GenHlth_Very good -8.384475e-02
GenHlth_Good -8.384475e-02
GenHlth_Fair -8.384475e-02
GenHlth_Poor -8.384475e-02
MentHlth_0 1.048136e-01
MentHlth_1-5 1.048136e-01
MentHlth_6-10 1.048136e-01
MentHlth_11-15 1.048136e-01
MentHlth_16-20 1.048136e-01
MentHlth_21-25 1.048136e-01
MentHlth_26-30 1.048136e-01
PhysHlth_0 1.385578e-01
PhysHlth_1-5 1.385578e-01
PhysHlth_6-10 1.385578e-01
PhysHlth_11-15 1.385578e-01
PhysHlth_16-20 1.385578e-01
PhysHlth_21-25 1.385578e-01
PhysHlth_26-30 1.385578e-01
Education_Never attended school or only kinderg... -1.156085e-01
Education_Elementary -1.156085e-01
Education_Some high school -1.156085e-01
Education_High school graduate -1.156085e-01
Education_Some college or technical school -1.156085e-01
Education_College graduate -1.156085e-01
Income_Less than $10,000 -3.709666e-02
Income_$10,000-$14,999 -3.709666e-02
Income_$15,000-$19,999 -3.709666e-02
Income_$20,000-$24,999 -3.709666e-02
Income_$25,000-$34,999 -3.709666e-02
Income_$35,000-$49,999 -3.709666e-02
Income_$50,000-$74,999 -3.709666e-02
Income_$75,000 or more -3.709666e-02
Sex_Female -1.730749e-01
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.730749e-01
PC56 \
HighBP 0.000000e+00
HighChol 4.239679e-17
CholCheck -3.661556e-16
Smoker 1.941837e-17
Stroke 1.256763e-16
HeartDiseaseorAttack 6.728249e-17
PhysActivity 6.364796e-17
Fruits -1.095620e-16
Veggies 1.389298e-16
HvyAlcoholConsump -2.251554e-16
AnyHealthcare 3.274126e-16
NoDocbcCost 1.821814e-16
DiffWalk -1.786879e-17
BMI_Underweight 7.645652e-02
BMI_Healthy weight -1.296640e-01
BMI_Overweight 2.070763e-01
BMI_Class 1 Obesity 1.822079e-01
BMI_Class 2 Obesity 6.720108e-01
BMI_Class 3 Obesity -1.197573e-01
GenHlth_Excellent 5.695249e-02
GenHlth_Very good 5.695249e-02
GenHlth_Good 5.695249e-02
GenHlth_Fair 5.695249e-02
GenHlth_Poor 5.695249e-02
MentHlth_0 1.318978e-01
MentHlth_1-5 1.318978e-01
MentHlth_6-10 1.318978e-01
MentHlth_11-15 1.318978e-01
MentHlth_16-20 1.318978e-01
MentHlth_21-25 1.318978e-01
MentHlth_26-30 1.318978e-01
PhysHlth_0 -7.093378e-02
PhysHlth_1-5 -7.093378e-02
PhysHlth_6-10 -7.093378e-02
PhysHlth_11-15 -7.093378e-02
PhysHlth_16-20 -7.093378e-02
PhysHlth_21-25 -7.093378e-02
PhysHlth_26-30 -7.093378e-02
Education_Never attended school or only kinderg... -1.632200e-01
Education_Elementary -1.632200e-01
Education_Some high school -1.632200e-01
Education_High school graduate -1.632200e-01
Education_Some college or technical school -1.632200e-01
Education_College graduate -1.632200e-01
Income_Less than $10,000 -1.120200e-01
Income_$10,000-$14,999 -1.120200e-01
Income_$15,000-$19,999 -1.120200e-01
Income_$20,000-$24,999 -1.120200e-01
Income_$25,000-$34,999 -1.120200e-01
Income_$35,000-$49,999 -1.120200e-01
Income_$50,000-$74,999 -1.120200e-01
Income_$75,000 or more -1.120200e-01
Sex_Female 3.057981e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 3.057981e-02
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 3.709719e-17 -4.769639e-17
CholCheck -9.102230e-16 2.137169e-16
Smoker 1.005272e-16 -3.844916e-17
Stroke -2.609277e-16 -2.175417e-16
HeartDiseaseorAttack 4.087924e-17 2.301171e-17
PhysActivity 1.103315e-17 -1.069919e-16
Fruits -1.514869e-16 -3.648768e-16
Veggies -1.674103e-18 2.902823e-16
HvyAlcoholConsump -4.997910e-16 -3.374252e-16
AnyHealthcare 5.923912e-15 -3.943399e-15
NoDocbcCost 1.869225e-17 -3.380975e-16
DiffWalk 5.081051e-17 3.428292e-17
BMI_Underweight -3.065711e-01 4.005843e-02
BMI_Healthy weight 2.672869e-01 -2.532730e-01
BMI_Overweight 5.018565e-01 -3.791158e-01
BMI_Class 1 Obesity 1.889291e-01 6.279172e-01
BMI_Class 2 Obesity -3.553800e-02 7.748870e-03
BMI_Class 3 Obesity 5.714353e-01 5.050538e-01
GenHlth_Excellent 9.472890e-02 -4.149644e-02
GenHlth_Very good 9.472890e-02 -4.149644e-02
GenHlth_Good 9.472890e-02 -4.149644e-02
GenHlth_Fair 9.472890e-02 -4.149644e-02
GenHlth_Poor 9.472890e-02 -4.149644e-02
MentHlth_0 -8.840204e-02 6.345385e-02
MentHlth_1-5 -8.840204e-02 6.345385e-02
MentHlth_6-10 -8.840204e-02 6.345385e-02
MentHlth_11-15 -8.840204e-02 6.345385e-02
MentHlth_16-20 -8.840204e-02 6.345385e-02
MentHlth_21-25 -8.840204e-02 6.345385e-02
MentHlth_26-30 -8.840204e-02 6.345385e-02
PhysHlth_0 -9.662978e-02 2.370307e-02
PhysHlth_1-5 -9.662978e-02 2.370307e-02
PhysHlth_6-10 -9.662978e-02 2.370307e-02
PhysHlth_11-15 -9.662978e-02 2.370307e-02
PhysHlth_16-20 -9.662978e-02 2.370307e-02
PhysHlth_21-25 -9.662978e-02 2.370307e-02
PhysHlth_26-30 -9.662978e-02 2.370307e-02
Education_Never attended school or only kinderg... 3.975248e-02 -4.432256e-02
Education_Elementary 3.975248e-02 -4.432256e-02
Education_Some high school 3.975248e-02 -4.432256e-02
Education_High school graduate 3.975248e-02 -4.432256e-02
Education_Some college or technical school 3.975248e-02 -4.432256e-02
Education_College graduate 3.975248e-02 -4.432256e-02
Income_Less than $10,000 -5.786475e-02 1.050083e-01
Income_$10,000-$14,999 -5.786475e-02 1.050083e-01
Income_$15,000-$19,999 -5.786475e-02 1.050083e-01
Income_$20,000-$24,999 -5.786475e-02 1.050083e-01
Income_$25,000-$34,999 -5.786475e-02 1.050083e-01
Income_$35,000-$49,999 -5.786475e-02 1.050083e-01
Income_$50,000-$74,999 -5.786475e-02 1.050083e-01
Income_$75,000 or more -5.786475e-02 1.050083e-01
Sex_Female 9.490746e-02 -1.363167e-02
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 9.490746e-02 -1.363167e-02
[58 rows x 58 columns]
PCA Results for Subset_44:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -0.945594 -0.112904 0.695575 0.794698 -0.267370 0.431290 -0.415399
1 -0.481473 0.884996 0.426695 -0.593853 -0.603708 -0.521039 0.344410
2 -1.262310 0.781196 0.100833 -0.144517 0.143652 0.180816 -0.638566
3 1.168903 -0.056645 -0.401619 0.873685 -0.159343 -0.751611 0.190384
4 -0.064528 0.291327 -0.312177 0.258279 -0.200233 -0.078608 -0.571956
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.523037 -0.143396 -0.539983 ... 0.0 0.0 0.0 0.0 -1.110223e-16
1 0.040095 0.791274 -0.601014 ... 0.0 0.0 0.0 0.0 -3.330669e-16
2 0.374564 0.247193 -0.228029 ... 0.0 0.0 0.0 0.0 1.665335e-16
3 -0.313034 0.416430 -0.050560 ... 0.0 0.0 0.0 0.0 2.220446e-16
4 -0.556816 -0.014760 1.095107 ... 0.0 0.0 0.0 0.0 -1.110223e-16
PC54 PC55 PC56 PC57 PC58
0 3.330669e-16 -3.330669e-16 1.387779e-17 6.661338e-16 5.551115e-16
1 -1.110223e-16 4.440892e-16 -3.330669e-16 -5.551115e-17 -2.220446e-16
2 7.771561e-16 -4.440892e-16 -8.326673e-17 1.665335e-16 6.661338e-16
3 1.110223e-16 -4.440892e-16 -8.326673e-17 2.220446e-16 3.330669e-16
4 0.000000e+00 -2.220446e-16 6.938894e-16 1.665335e-16 2.220446e-16
[5 rows x 58 columns]
For Subset_44, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_45:
[1.12189407e-01 7.46229911e-02 6.41708581e-02 5.69630748e-02
5.19207917e-02 5.05512350e-02 4.64849703e-02 4.31047197e-02
3.90934531e-02 3.88591856e-02 3.77645323e-02 3.62400382e-02
3.30437568e-02 3.16053491e-02 3.09064595e-02 2.79366351e-02
2.59892457e-02 2.50202000e-02 1.97954736e-02 1.54152828e-02
1.48748455e-02 1.35860116e-02 1.28349182e-02 1.12890077e-02
1.03366087e-02 9.07200094e-03 8.43837268e-03 8.04564925e-03
7.63593147e-03 7.09640819e-03 6.35330746e-03 5.70975517e-03
4.68368341e-03 4.35061739e-03 3.83144501e-03 2.97729026e-03
2.48721822e-03 1.93798595e-03 1.86805492e-03 8.26234172e-04
8.69940494e-05 8.33594892e-18 6.73762438e-18 4.82674052e-18
2.73487032e-18 1.00466783e-18 6.43631507e-34 1.04317370e-34
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_45:
[0.11218941 0.1868124 0.25098326 0.30794633 0.35986712 0.41041836
0.45690333 0.50000805 0.5391015 0.57796069 0.61572522 0.65196526
0.68500901 0.71661436 0.74752082 0.77545746 0.8014467 0.8264669
0.84626238 0.86167766 0.87655251 0.89013852 0.90297344 0.91426244
0.92459905 0.93367105 0.94210943 0.95015507 0.95779101 0.96488741
0.97124072 0.97695048 0.98163416 0.98598478 0.98981622 0.99279351
0.99528073 0.99721872 0.99908677 0.99991301 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_45:
PC1 \
HighBP 1.186914e-01
HighChol 1.746680e-01
CholCheck -8.654348e-05
Smoker 1.479171e-01
Stroke 7.219250e-02
HeartDiseaseorAttack 2.098837e-01
PhysActivity -2.534832e-01
Fruits -1.180872e-01
Veggies -8.907583e-02
HvyAlcoholConsump -1.018763e-02
AnyHealthcare -2.525195e-03
NoDocbcCost 4.872424e-02
DiffWalk 4.038758e-01
BMI_Underweight -1.323489e-23
BMI_Healthy weight 1.654361e-24
BMI_Overweight -1.033976e-25
BMI_Class 1 Obesity 2.584939e-26
BMI_Class 2 Obesity -7.925948e-17
BMI_Class 3 Obesity 4.038968e-28
GenHlth_Excellent -5.035621e-02
GenHlth_Very good -2.263157e-01
GenHlth_Good -1.261605e-01
GenHlth_Fair 2.436385e-01
GenHlth_Poor 1.591939e-01
MentHlth_0 -2.053999e-01
MentHlth_1-5 5.236859e-02
MentHlth_6-10 3.676182e-02
MentHlth_11-15 3.193204e-02
MentHlth_16-20 1.183878e-02
MentHlth_21-25 6.735108e-03
MentHlth_26-30 6.576357e-02
PhysHlth_0 -4.026463e-01
PhysHlth_1-5 6.183308e-02
PhysHlth_6-10 4.221446e-02
PhysHlth_11-15 3.490946e-02
PhysHlth_16-20 2.816682e-02
PhysHlth_21-25 1.214193e-02
PhysHlth_26-30 2.233806e-01
Education_Never attended school or only kinderg... 8.875909e-04
Education_Elementary 9.141090e-03
Education_Some high school 2.875169e-02
Education_High school graduate 1.472029e-01
Education_Some college or technical school 1.241794e-01
Education_College graduate -3.101626e-01
Income_Less than $10,000 1.689128e-02
Income_$10,000-$14,999 3.451448e-02
Income_$15,000-$19,999 5.336781e-02
Income_$20,000-$24,999 6.017934e-02
Income_$25,000-$34,999 6.954499e-02
Income_$35,000-$49,999 2.850575e-02
Income_$50,000-$74,999 -2.156513e-02
Income_$75,000 or more -2.414385e-01
Sex_Female -0.000000e+00
Sex_Male -7.925948e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -7.925948e-17
PC2 \
HighBP 1.178110e-02
HighChol 4.232133e-02
CholCheck 8.492972e-03
Smoker -8.457400e-02
Stroke 1.736763e-02
HeartDiseaseorAttack 9.970437e-02
PhysActivity 6.803207e-02
Fruits 1.152697e-01
Veggies 1.857176e-01
HvyAlcoholConsump -5.696061e-03
AnyHealthcare 1.448733e-02
NoDocbcCost 2.311374e-02
DiffWalk 1.407006e-01
BMI_Underweight -4.336809e-19
BMI_Healthy weight 0.000000e+00
BMI_Overweight -2.710505e-20
BMI_Class 1 Obesity -6.776264e-21
BMI_Class 2 Obesity -5.776420e-17
BMI_Class 3 Obesity 4.235165e-22
GenHlth_Excellent 7.527229e-03
GenHlth_Very good 6.277003e-02
GenHlth_Good -2.539145e-01
GenHlth_Fair 1.165184e-01
GenHlth_Poor 6.709883e-02
MentHlth_0 -1.395360e-01
MentHlth_1-5 6.288582e-02
MentHlth_6-10 2.014686e-02
MentHlth_11-15 9.782261e-03
MentHlth_16-20 5.314523e-03
MentHlth_21-25 3.059912e-03
MentHlth_26-30 3.834665e-02
PhysHlth_0 -4.085348e-01
PhysHlth_1-5 1.983630e-01
PhysHlth_6-10 3.917832e-02
PhysHlth_11-15 3.580966e-02
PhysHlth_16-20 1.230418e-02
PhysHlth_21-25 7.787202e-03
PhysHlth_26-30 1.150924e-01
Education_Never attended school or only kinderg... 6.798442e-04
Education_Elementary -9.739698e-03
Education_Some high school -9.592935e-03
Education_High school graduate -3.914089e-01
Education_Some college or technical school -1.212042e-01
Education_College graduate 5.312658e-01
Income_Less than $10,000 7.063602e-03
Income_$10,000-$14,999 -1.589945e-04
Income_$15,000-$19,999 -3.362878e-02
Income_$20,000-$24,999 -5.104216e-02
Income_$25,000-$34,999 -1.051728e-01
Income_$35,000-$49,999 -8.024414e-02
Income_$50,000-$74,999 -5.126723e-02
Income_$75,000 or more 3.144505e-01
Sex_Female 0.000000e+00
Sex_Male -5.776237e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -5.776237e-17
PC3 \
HighBP 1.030671e-01
HighChol 1.098864e-01
CholCheck 3.891045e-03
Smoker 6.254170e-02
Stroke 4.939070e-03
HeartDiseaseorAttack 1.101716e-01
PhysActivity 1.245408e-01
Fruits 6.799175e-02
Veggies 8.060143e-02
HvyAlcoholConsump 1.443742e-03
AnyHealthcare -8.875300e-03
NoDocbcCost 1.754968e-03
DiffWalk -3.015723e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight 4.336809e-19
BMI_Overweight -1.084202e-19
BMI_Class 1 Obesity 5.421011e-20
BMI_Class 2 Obesity -3.897653e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -3.907379e-02
GenHlth_Very good -4.707977e-01
GenHlth_Good 7.475721e-01
GenHlth_Fair -1.953207e-01
GenHlth_Poor -4.237983e-02
MentHlth_0 -3.926816e-02
MentHlth_1-5 4.247395e-02
MentHlth_6-10 7.100315e-03
MentHlth_11-15 -4.666224e-03
MentHlth_16-20 3.741554e-04
MentHlth_21-25 3.255390e-05
MentHlth_26-30 -6.046591e-03
PhysHlth_0 -1.829708e-01
PhysHlth_1-5 2.161663e-01
PhysHlth_6-10 2.783793e-02
PhysHlth_11-15 1.503881e-02
PhysHlth_16-20 -4.171469e-03
PhysHlth_21-25 -2.072044e-03
PhysHlth_26-30 -6.982879e-02
Education_Never attended school or only kinderg... -2.872707e-04
Education_Elementary -1.089113e-02
Education_Some high school -1.320093e-02
Education_High school graduate -8.204608e-02
Education_Some college or technical school 2.017627e-02
Education_College graduate 8.624914e-02
Income_Less than $10,000 -5.540779e-03
Income_$10,000-$14,999 -6.061873e-03
Income_$15,000-$19,999 -2.481794e-02
Income_$20,000-$24,999 -1.243965e-02
Income_$25,000-$34,999 -3.751647e-02
Income_$35,000-$49,999 6.060567e-02
Income_$50,000-$74,999 -8.578355e-03
Income_$75,000 or more 3.434940e-02
Sex_Female -0.000000e+00
Sex_Male -3.899702e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -3.899702e-17
PC4 \
HighBP 3.640056e-02
HighChol 7.246634e-02
CholCheck 9.446659e-04
Smoker 1.584854e-02
Stroke -7.372533e-03
HeartDiseaseorAttack 6.971203e-03
PhysActivity 1.688880e-01
Fruits 3.672751e-01
Veggies 2.164248e-01
HvyAlcoholConsump 3.407251e-03
AnyHealthcare 4.683896e-03
NoDocbcCost 3.056880e-03
DiffWalk -1.349633e-03
BMI_Underweight 5.551115e-17
BMI_Healthy weight -1.387779e-17
BMI_Overweight 6.938894e-18
BMI_Class 1 Obesity -3.469447e-18
BMI_Class 2 Obesity -1.248670e-17
BMI_Class 3 Obesity 8.673617e-19
GenHlth_Excellent -1.251555e-02
GenHlth_Very good 1.554765e-01
GenHlth_Good -6.946799e-02
GenHlth_Fair -6.739410e-02
GenHlth_Poor -6.098863e-03
MentHlth_0 -4.121411e-02
MentHlth_1-5 3.368808e-02
MentHlth_6-10 5.761279e-03
MentHlth_11-15 9.377550e-04
MentHlth_16-20 1.139324e-04
MentHlth_21-25 -1.109164e-03
MentHlth_26-30 1.822227e-03
PhysHlth_0 1.748688e-02
PhysHlth_1-5 2.621509e-02
PhysHlth_6-10 -6.697316e-03
PhysHlth_11-15 3.430301e-03
PhysHlth_16-20 -4.259485e-03
PhysHlth_21-25 6.791930e-03
PhysHlth_26-30 -4.296739e-02
Education_Never attended school or only kinderg... 2.873985e-05
Education_Elementary 9.263129e-04
Education_Some high school -1.137570e-02
Education_High school graduate -3.882842e-01
Education_Some college or technical school 6.957512e-01
Education_College graduate -2.970463e-01
Income_Less than $10,000 4.734997e-03
Income_$10,000-$14,999 -2.573338e-02
Income_$15,000-$19,999 -3.756804e-02
Income_$20,000-$24,999 -1.079656e-04
Income_$25,000-$34,999 -3.004758e-02
Income_$35,000-$49,999 9.901877e-02
Income_$50,000-$74,999 5.462446e-02
Income_$75,000 or more -6.492125e-02
Sex_Female 0.000000e+00
Sex_Male -1.093798e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -1.093798e-17
PC5 \
HighBP 2.879943e-01
HighChol 6.614030e-01
CholCheck 9.223378e-03
Smoker 2.953735e-01
Stroke 2.698765e-02
HeartDiseaseorAttack 3.036023e-01
PhysActivity 4.700525e-02
Fruits -2.002210e-01
Veggies -5.995330e-02
HvyAlcoholConsump 1.037838e-02
AnyHealthcare 6.479283e-03
NoDocbcCost -2.739604e-02
DiffWalk -4.564537e-02
BMI_Underweight 1.387779e-17
BMI_Healthy weight -1.387779e-17
BMI_Overweight -6.938894e-18
BMI_Class 1 Obesity 3.469447e-18
BMI_Class 2 Obesity 1.132637e-16
BMI_Class 3 Obesity -3.469447e-18
GenHlth_Excellent -3.749341e-02
GenHlth_Very good 5.275088e-02
GenHlth_Good -3.078741e-02
GenHlth_Fair 3.056163e-02
GenHlth_Poor -1.503168e-02
MentHlth_0 3.627384e-02
MentHlth_1-5 -2.672067e-02
MentHlth_6-10 -4.920735e-03
MentHlth_11-15 1.412929e-03
MentHlth_16-20 -1.904056e-03
MentHlth_21-25 2.692509e-03
MentHlth_26-30 -6.833821e-03
PhysHlth_0 3.060463e-01
PhysHlth_1-5 -2.435580e-01
PhysHlth_6-10 -1.639573e-02
PhysHlth_11-15 6.685281e-04
PhysHlth_16-20 -3.112800e-03
PhysHlth_21-25 -9.066722e-03
PhysHlth_26-30 -3.458159e-02
Education_Never attended school or only kinderg... -1.059600e-03
Education_Elementary -8.809976e-03
Education_Some high school -1.457342e-02
Education_High school graduate -1.238379e-01
Education_Some college or technical school 2.877672e-02
Education_College graduate 1.195042e-01
Income_Less than $10,000 -6.814640e-03
Income_$10,000-$14,999 -9.514290e-03
Income_$15,000-$19,999 -3.168620e-02
Income_$20,000-$24,999 -3.033112e-02
Income_$25,000-$34,999 5.283122e-02
Income_$35,000-$49,999 -1.462815e-01
Income_$50,000-$74,999 -2.985381e-03
Income_$75,000 or more 1.747819e-01
Sex_Female -0.000000e+00
Sex_Male 1.050504e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.050504e-16
PC6 \
HighBP -1.603315e-02
HighChol 1.098759e-01
CholCheck 5.514713e-03
Smoker 2.729436e-01
Stroke 3.130994e-02
HeartDiseaseorAttack 1.315259e-01
PhysActivity 2.897566e-01
Fruits 6.517100e-01
Veggies 2.742482e-01
HvyAlcoholConsump -7.783695e-03
AnyHealthcare -1.257925e-04
NoDocbcCost 7.133947e-03
DiffWalk -2.759597e-02
BMI_Underweight -6.938894e-18
BMI_Healthy weight 3.469447e-17
BMI_Overweight -9.714451e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 3.400593e-16
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent 3.600184e-03
GenHlth_Very good -2.642363e-02
GenHlth_Good -1.057169e-01
GenHlth_Fair 1.171003e-01
GenHlth_Poor 1.143996e-02
MentHlth_0 -6.351730e-02
MentHlth_1-5 2.932117e-02
MentHlth_6-10 -2.373440e-03
MentHlth_11-15 2.279851e-02
MentHlth_16-20 -6.526481e-05
MentHlth_21-25 2.957131e-03
MentHlth_26-30 1.087920e-02
PhysHlth_0 4.499116e-02
PhysHlth_1-5 -4.245529e-02
PhysHlth_6-10 -3.990836e-03
PhysHlth_11-15 1.629428e-02
PhysHlth_16-20 -8.181920e-03
PhysHlth_21-25 -3.436506e-03
PhysHlth_26-30 -3.220889e-03
Education_Never attended school or only kinderg... 1.849233e-04
Education_Elementary 1.017379e-02
Education_Some high school -4.697113e-03
Education_High school graduate 3.809850e-01
Education_Some college or technical school -3.332660e-01
Education_College graduate -5.338065e-02
Income_Less than $10,000 4.388627e-04
Income_$10,000-$14,999 1.578293e-02
Income_$15,000-$19,999 3.990417e-04
Income_$20,000-$24,999 5.774126e-02
Income_$25,000-$34,999 4.980522e-03
Income_$35,000-$49,999 5.395300e-02
Income_$50,000-$74,999 -7.009926e-02
Income_$75,000 or more -6.319636e-02
Sex_Female -0.000000e+00
Sex_Male 1.613475e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 1.613475e-16
PC7 \
HighBP 1.392848e-01
HighChol 2.071583e-01
CholCheck 1.415662e-03
Smoker -8.318778e-02
Stroke 1.051151e-02
HeartDiseaseorAttack -5.800239e-02
PhysActivity 4.997429e-01
Fruits -2.772319e-01
Veggies -1.769964e-01
HvyAlcoholConsump 2.220467e-03
AnyHealthcare 1.392881e-03
NoDocbcCost 8.606978e-03
DiffWalk -3.247457e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -1.747271e-16
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent -3.143176e-02
GenHlth_Very good 2.368400e-01
GenHlth_Good -1.228309e-01
GenHlth_Fair 1.525136e-02
GenHlth_Poor -9.782873e-02
MentHlth_0 -1.554037e-01
MentHlth_1-5 1.542233e-01
MentHlth_6-10 7.950950e-03
MentHlth_11-15 1.251268e-03
MentHlth_16-20 4.831746e-03
MentHlth_21-25 -7.847732e-04
MentHlth_26-30 -1.206885e-02
PhysHlth_0 -2.658118e-01
PhysHlth_1-5 3.972374e-01
PhysHlth_6-10 2.232873e-02
PhysHlth_11-15 6.548726e-03
PhysHlth_16-20 -5.590959e-03
PhysHlth_21-25 -3.505398e-03
PhysHlth_26-30 -1.512067e-01
Education_Never attended school or only kinderg... -1.317631e-03
Education_Elementary -1.764785e-02
Education_Some high school -1.040951e-02
Education_High school graduate 1.708719e-01
Education_Some college or technical school -3.296008e-02
Education_College graduate -1.085368e-01
Income_Less than $10,000 -1.011716e-02
Income_$10,000-$14,999 -1.729749e-02
Income_$15,000-$19,999 -6.210660e-03
Income_$20,000-$24,999 -1.060620e-02
Income_$25,000-$34,999 7.927972e-03
Income_$35,000-$49,999 1.147906e-01
Income_$50,000-$74,999 6.662985e-02
Income_$75,000 or more -1.451169e-01
Sex_Female -0.000000e+00
Sex_Male -1.715948e-16
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.715948e-16
PC8 \
HighBP -1.650891e-01
HighChol -2.463179e-01
CholCheck -2.364942e-03
Smoker 8.009668e-01
Stroke -2.611190e-02
HeartDiseaseorAttack -1.635697e-01
PhysActivity 1.179655e-01
Fruits -1.866444e-01
Veggies -7.873429e-02
HvyAlcoholConsump 2.971676e-02
AnyHealthcare -5.665808e-03
NoDocbcCost 2.162312e-03
DiffWalk 5.362935e-02
BMI_Underweight -2.775558e-17
BMI_Healthy weight -1.110223e-16
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity -4.708413e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent 6.510980e-03
GenHlth_Very good 1.165018e-01
GenHlth_Good -5.451856e-03
GenHlth_Fair -1.757144e-01
GenHlth_Poor 5.815343e-02
MentHlth_0 8.181643e-03
MentHlth_1-5 -1.308125e-02
MentHlth_6-10 -9.485787e-03
MentHlth_11-15 1.084751e-02
MentHlth_16-20 3.678344e-03
MentHlth_21-25 9.527161e-04
MentHlth_26-30 -1.093170e-03
PhysHlth_0 -1.064931e-01
PhysHlth_1-5 8.627754e-02
PhysHlth_6-10 -5.942846e-03
PhysHlth_11-15 -1.578397e-02
PhysHlth_16-20 3.390642e-03
PhysHlth_21-25 4.606843e-03
PhysHlth_26-30 3.394487e-02
Education_Never attended school or only kinderg... -8.957607e-04
Education_Elementary 5.781447e-03
Education_Some high school 2.971778e-02
Education_High school graduate -3.307199e-02
Education_Some college or technical school 6.110858e-02
Education_College graduate -6.264005e-02
Income_Less than $10,000 -2.572661e-03
Income_$10,000-$14,999 7.898409e-04
Income_$15,000-$19,999 1.989484e-02
Income_$20,000-$24,999 2.273893e-02
Income_$25,000-$34,999 -8.579311e-02
Income_$35,000-$49,999 8.563965e-03
Income_$50,000-$74,999 -2.020761e-01
Income_$75,000 or more 2.384543e-01
Sex_Female -0.000000e+00
Sex_Male -2.185960e-17
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -2.185960e-17
PC9 \
HighBP -1.119813e-01
HighChol -2.660726e-01
CholCheck -3.448717e-03
Smoker 1.444884e-01
Stroke 4.020865e-02
HeartDiseaseorAttack 1.373610e-01
PhysActivity 2.988087e-01
Fruits -2.163265e-01
Veggies 1.246548e-01
HvyAlcoholConsump 1.518638e-02
AnyHealthcare 1.083274e-02
NoDocbcCost 4.704882e-02
DiffWalk 7.351244e-02
BMI_Underweight 8.326673e-17
BMI_Healthy weight 1.249001e-16
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.025160e-16
BMI_Class 3 Obesity -1.249001e-16
GenHlth_Excellent 2.725129e-02
GenHlth_Very good -1.030152e-01
GenHlth_Good 6.379867e-03
GenHlth_Fair 2.400178e-02
GenHlth_Poor 4.538227e-02
MentHlth_0 -3.851740e-01
MentHlth_1-5 2.011557e-01
MentHlth_6-10 4.684318e-02
MentHlth_11-15 3.588077e-02
MentHlth_16-20 1.555794e-02
MentHlth_21-25 2.984725e-03
MentHlth_26-30 8.275167e-02
PhysHlth_0 1.883065e-01
PhysHlth_1-5 -2.812556e-01
PhysHlth_6-10 2.800240e-02
PhysHlth_11-15 3.031160e-02
PhysHlth_16-20 9.878581e-03
PhysHlth_21-25 6.843511e-03
PhysHlth_26-30 1.791309e-02
Education_Never attended school or only kinderg... 7.001153e-04
Education_Elementary 9.721891e-03
Education_Some high school 2.163669e-02
Education_High school graduate -1.773648e-01
Education_Some college or technical school -4.877784e-02
Education_College graduate 1.940839e-01
Income_Less than $10,000 1.891476e-02
Income_$10,000-$14,999 6.443967e-03
Income_$15,000-$19,999 -2.301647e-02
Income_$20,000-$24,999 -5.353975e-03
Income_$25,000-$34,999 2.496571e-04
Income_$35,000-$49,999 -2.128873e-02
Income_$50,000-$74,999 4.068467e-01
Income_$75,000 or more -3.827959e-01
Sex_Female 0.000000e+00
Sex_Male -2.773363e-17
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -2.773363e-17
PC10 ... PC49 \
HighBP 6.867033e-02 ... 0.0
HighChol 1.555710e-01 ... 0.0
CholCheck 1.856764e-03 ... 0.0
Smoker 2.907004e-01 ... 0.0
Stroke -2.710401e-02 ... 0.0
HeartDiseaseorAttack -1.212929e-01 ... 0.0
PhysActivity -4.035703e-01 ... 0.0
Fruits 9.849185e-02 ... 0.0
Veggies 1.028073e-01 ... 0.0
HvyAlcoholConsump 7.315982e-03 ... 0.0
AnyHealthcare -2.567062e-03 ... 0.0
NoDocbcCost -4.506350e-02 ... 0.0
DiffWalk -6.753401e-02 ... 0.0
BMI_Underweight -8.326673e-17 ... 0.0
BMI_Healthy weight 1.734723e-18 ... 0.0
BMI_Overweight 1.387779e-16 ... 0.0
BMI_Class 1 Obesity -2.775558e-17 ... 0.0
BMI_Class 2 Obesity -3.210896e-16 ... 0.0
BMI_Class 3 Obesity -2.428613e-16 ... 0.0
GenHlth_Excellent -3.797685e-02 ... 0.0
GenHlth_Very good 1.987415e-01 ... 0.0
GenHlth_Good -2.098172e-03 ... 0.0
GenHlth_Fair -1.017683e-01 ... 0.0
GenHlth_Poor -5.689815e-02 ... 0.0
MentHlth_0 2.379963e-01 ... 0.0
MentHlth_1-5 -1.252531e-01 ... 0.0
MentHlth_6-10 -2.341232e-02 ... 0.0
MentHlth_11-15 -2.074998e-02 ... 0.0
MentHlth_16-20 -7.951192e-03 ... 0.0
MentHlth_21-25 -3.365796e-03 ... 0.0
MentHlth_26-30 -5.726392e-02 ... 0.0
PhysHlth_0 -1.216949e-01 ... 0.0
PhysHlth_1-5 2.145349e-01 ... 0.0
PhysHlth_6-10 -1.604032e-02 ... 0.0
PhysHlth_11-15 -3.940679e-03 ... 0.0
PhysHlth_16-20 -3.303281e-03 ... 0.0
PhysHlth_21-25 -5.934131e-03 ... 0.0
PhysHlth_26-30 -6.362158e-02 ... 0.0
Education_Never attended school or only kinderg... -9.218610e-04 ... 0.0
Education_Elementary -7.485046e-03 ... 0.0
Education_Some high school -2.101149e-02 ... 0.0
Education_High school graduate -5.680650e-02 ... 0.0
Education_Some college or technical school -1.072327e-01 ... 0.0
Education_College graduate 1.934576e-01 ... 0.0
Income_Less than $10,000 -1.762519e-02 ... 0.0
Income_$10,000-$14,999 -1.493867e-02 ... 0.0
Income_$15,000-$19,999 -2.369901e-02 ... 0.0
Income_$20,000-$24,999 -6.146410e-02 ... 0.0
Income_$25,000-$34,999 -1.376629e-01 ... 0.0
Income_$35,000-$49,999 1.423103e-01 ... 0.0
Income_$50,000-$74,999 4.934671e-01 ... 0.0
Income_$75,000 or more -3.803876e-01 ... 0.0
Sex_Female 0.000000e+00 ... 0.0
Sex_Male -1.869045e-16 ... 0.0
Age_18-29 0.000000e+00 ... 1.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 0.0
Age_65+ -1.869045e-16 ... 0.0
PC50 PC51 PC52 \
HighBP 0.0 0.0 -0.000000e+00
HighChol 0.0 0.0 -1.452548e-17
CholCheck 0.0 0.0 1.354986e-15
Smoker 0.0 0.0 -3.093454e-17
Stroke 0.0 0.0 -1.509332e-17
HeartDiseaseorAttack 0.0 0.0 -2.487260e-17
PhysActivity 0.0 0.0 -2.750071e-17
Fruits 0.0 0.0 1.048033e-16
Veggies 0.0 0.0 -1.356799e-16
HvyAlcoholConsump 0.0 0.0 3.504907e-16
AnyHealthcare 0.0 0.0 -4.178827e-17
NoDocbcCost 0.0 0.0 3.420208e-16
DiffWalk 0.0 0.0 -4.302900e-17
BMI_Underweight 0.0 0.0 -6.167452e-02
BMI_Healthy weight 0.0 0.0 1.233601e-02
BMI_Overweight 0.0 0.0 2.512472e-01
BMI_Class 1 Obesity 0.0 0.0 2.631037e-01
BMI_Class 2 Obesity 0.0 0.0 6.720581e-01
BMI_Class 3 Obesity 0.0 0.0 4.196207e-01
GenHlth_Excellent 0.0 0.0 6.730346e-02
GenHlth_Very good 0.0 0.0 6.730346e-02
GenHlth_Good 0.0 0.0 6.730346e-02
GenHlth_Fair 0.0 0.0 6.730346e-02
GenHlth_Poor 0.0 0.0 6.730346e-02
MentHlth_0 0.0 0.0 -1.184233e-01
MentHlth_1-5 0.0 0.0 -1.184233e-01
MentHlth_6-10 0.0 0.0 -1.184233e-01
MentHlth_11-15 0.0 0.0 -1.184233e-01
MentHlth_16-20 0.0 0.0 -1.184233e-01
MentHlth_21-25 0.0 0.0 -1.184233e-01
MentHlth_26-30 0.0 0.0 -1.184233e-01
PhysHlth_0 0.0 0.0 -5.937010e-03
PhysHlth_1-5 0.0 0.0 -5.937010e-03
PhysHlth_6-10 0.0 0.0 -5.937010e-03
PhysHlth_11-15 0.0 0.0 -5.937010e-03
PhysHlth_16-20 0.0 0.0 -5.937010e-03
PhysHlth_21-25 0.0 0.0 -5.937010e-03
PhysHlth_26-30 0.0 0.0 -5.937010e-03
Education_Never attended school or only kinderg... 0.0 0.0 -2.763905e-02
Education_Elementary 0.0 0.0 -2.763905e-02
Education_Some high school 0.0 0.0 -2.763905e-02
Education_High school graduate 0.0 0.0 -2.763905e-02
Education_Some college or technical school 0.0 0.0 -2.763905e-02
Education_College graduate 0.0 0.0 -2.763905e-02
Income_Less than $10,000 0.0 0.0 6.460129e-02
Income_$10,000-$14,999 0.0 0.0 6.460129e-02
Income_$15,000-$19,999 0.0 0.0 6.460129e-02
Income_$20,000-$24,999 0.0 0.0 6.460129e-02
Income_$25,000-$34,999 0.0 0.0 6.460129e-02
Income_$35,000-$49,999 0.0 0.0 6.460129e-02
Income_$50,000-$74,999 0.0 0.0 6.460129e-02
Income_$75,000 or more 0.0 0.0 6.460129e-02
Sex_Female 0.0 0.0 -3.330669e-16
Sex_Male 0.0 0.0 -1.961092e-01
Age_18-29 0.0 0.0 -0.000000e+00
Age_30-49 0.0 1.0 -0.000000e+00
Age_50-64 1.0 0.0 -0.000000e+00
Age_65+ 0.0 0.0 -1.961092e-01
PC53 \
HighBP 0.000000e+00
HighChol 1.394446e-16
CholCheck -2.973224e-15
Smoker 7.386779e-17
Stroke 1.584843e-16
HeartDiseaseorAttack -7.849993e-17
PhysActivity -6.224797e-17
Fruits 2.518498e-17
Veggies 1.794899e-17
HvyAlcoholConsump 2.378333e-16
AnyHealthcare -5.961229e-17
NoDocbcCost -1.269904e-16
DiffWalk -1.471646e-16
BMI_Underweight -2.790051e-01
BMI_Healthy weight 1.497857e-01
BMI_Overweight -3.771815e-01
BMI_Class 1 Obesity -8.048642e-02
BMI_Class 2 Obesity -1.414936e-02
BMI_Class 3 Obesity 5.989167e-01
GenHlth_Excellent -2.622272e-01
GenHlth_Very good -2.622272e-01
GenHlth_Good -2.622272e-01
GenHlth_Fair -2.622272e-01
GenHlth_Poor -2.622272e-01
MentHlth_0 1.315793e-02
MentHlth_1-5 1.315793e-02
MentHlth_6-10 1.315793e-02
MentHlth_11-15 1.315793e-02
MentHlth_16-20 1.315793e-02
MentHlth_21-25 1.315793e-02
MentHlth_26-30 1.315793e-02
PhysHlth_0 1.365044e-02
PhysHlth_1-5 1.365044e-02
PhysHlth_6-10 1.365044e-02
PhysHlth_11-15 1.365044e-02
PhysHlth_16-20 1.365044e-02
PhysHlth_21-25 1.365044e-02
PhysHlth_26-30 1.365044e-02
Education_Never attended school or only kinderg... -1.151364e-02
Education_Elementary -1.151364e-02
Education_Some high school -1.151364e-02
Education_High school graduate -1.151364e-02
Education_Some college or technical school -1.151364e-02
Education_College graduate -1.151364e-02
Income_Less than $10,000 1.892582e-02
Income_$10,000-$14,999 1.892582e-02
Income_$15,000-$19,999 1.892582e-02
Income_$20,000-$24,999 1.892582e-02
Income_$25,000-$34,999 1.892582e-02
Income_$35,000-$49,999 1.892582e-02
Income_$50,000-$74,999 1.892582e-02
Income_$75,000 or more 1.892582e-02
Sex_Female 0.000000e+00
Sex_Male 1.450558e-01
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.450558e-01
PC54 \
HighBP 0.000000e+00
HighChol 3.486116e-17
CholCheck -6.146281e-16
Smoker 3.722961e-17
Stroke -2.284139e-16
HeartDiseaseorAttack 4.266695e-17
PhysActivity -1.703934e-16
Fruits -3.374408e-17
Veggies 7.683660e-17
HvyAlcoholConsump 2.870629e-16
AnyHealthcare 1.631271e-15
NoDocbcCost -3.405492e-16
DiffWalk 4.886582e-17
BMI_Underweight 3.358594e-01
BMI_Healthy weight -1.902098e-01
BMI_Overweight 8.727472e-02
BMI_Class 1 Obesity -2.763071e-01
BMI_Class 2 Obesity -3.372298e-02
BMI_Class 3 Obesity 4.008200e-01
GenHlth_Excellent 8.018726e-02
GenHlth_Very good 8.018726e-02
GenHlth_Good 8.018726e-02
GenHlth_Fair 8.018726e-02
GenHlth_Poor 8.018726e-02
MentHlth_0 -7.010964e-03
MentHlth_1-5 -7.010964e-03
MentHlth_6-10 -7.010964e-03
MentHlth_11-15 -7.010964e-03
MentHlth_16-20 -7.010964e-03
MentHlth_21-25 -7.010964e-03
MentHlth_26-30 -7.010964e-03
PhysHlth_0 9.531907e-02
PhysHlth_1-5 9.531907e-02
PhysHlth_6-10 9.531907e-02
PhysHlth_11-15 9.531907e-02
PhysHlth_16-20 9.531907e-02
PhysHlth_21-25 9.531907e-02
PhysHlth_26-30 9.531907e-02
Education_Never attended school or only kinderg... -1.518286e-01
Education_Elementary -1.518286e-01
Education_Some high school -1.518286e-01
Education_High school graduate -1.518286e-01
Education_Some college or technical school -1.518286e-01
Education_College graduate -1.518286e-01
Income_Less than $10,000 -2.144708e-01
Income_$10,000-$14,999 -2.144708e-01
Income_$15,000-$19,999 -2.144708e-01
Income_$20,000-$24,999 -2.144708e-01
Income_$25,000-$34,999 -2.144708e-01
Income_$35,000-$49,999 -2.144708e-01
Income_$50,000-$74,999 -2.144708e-01
Income_$75,000 or more -2.144708e-01
Sex_Female 0.000000e+00
Sex_Male 3.791475e-02
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 3.791475e-02
PC55 \
HighBP 0.000000e+00
HighChol 1.366757e-16
CholCheck 3.068984e-15
Smoker 1.914807e-18
Stroke -9.720124e-17
HeartDiseaseorAttack 1.861591e-17
PhysActivity -4.797446e-18
Fruits 1.185750e-16
Veggies -3.906098e-16
HvyAlcoholConsump -2.522819e-16
AnyHealthcare 1.818743e-15
NoDocbcCost 2.506881e-16
DiffWalk -6.962054e-17
BMI_Underweight -1.035937e-01
BMI_Healthy weight 3.145394e-02
BMI_Overweight 1.337998e-02
BMI_Class 1 Obesity 1.507823e-03
BMI_Class 2 Obesity 1.747553e-01
BMI_Class 3 Obesity -2.684547e-01
GenHlth_Excellent -1.412317e-02
GenHlth_Very good -1.412317e-02
GenHlth_Good -1.412317e-02
GenHlth_Fair -1.412317e-02
GenHlth_Poor -1.412317e-02
MentHlth_0 -1.450789e-01
MentHlth_1-5 -1.450789e-01
MentHlth_6-10 -1.450789e-01
MentHlth_11-15 -1.450789e-01
MentHlth_16-20 -1.450789e-01
MentHlth_21-25 -1.450789e-01
MentHlth_26-30 -1.450789e-01
PhysHlth_0 -1.133815e-01
PhysHlth_1-5 -1.133815e-01
PhysHlth_6-10 -1.133815e-01
PhysHlth_11-15 -1.133815e-01
PhysHlth_16-20 -1.133815e-01
PhysHlth_21-25 -1.133815e-01
PhysHlth_26-30 -1.133815e-01
Education_Never attended school or only kinderg... -2.121862e-01
Education_Elementary -2.121862e-01
Education_Some high school -2.121862e-01
Education_High school graduate -2.121862e-01
Education_Some college or technical school -2.121862e-01
Education_College graduate -2.121862e-01
Income_Less than $10,000 -8.713855e-04
Income_$10,000-$14,999 -8.713855e-04
Income_$15,000-$19,999 -8.713855e-04
Income_$20,000-$24,999 -8.713855e-04
Income_$25,000-$34,999 -8.713855e-04
Income_$35,000-$49,999 -8.713855e-04
Income_$50,000-$74,999 -8.713855e-04
Income_$75,000 or more -8.713855e-04
Sex_Female 6.938894e-18
Sex_Male 4.341811e-01
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 4.341811e-01
PC56 \
HighBP 0.000000e+00
HighChol 6.100702e-17
CholCheck 3.130679e-15
Smoker 6.642598e-17
Stroke -3.578508e-16
HeartDiseaseorAttack -3.845291e-17
PhysActivity 1.002807e-16
Fruits 1.071794e-16
Veggies -3.475727e-16
HvyAlcoholConsump -3.445969e-16
AnyHealthcare -1.258023e-15
NoDocbcCost 4.766280e-17
DiffWalk -2.127548e-17
BMI_Underweight 6.455846e-01
BMI_Healthy weight 1.563740e-01
BMI_Overweight 2.378744e-01
BMI_Class 1 Obesity -1.619692e-01
BMI_Class 2 Obesity 1.809256e-01
BMI_Class 3 Obesity 1.430940e-01
GenHlth_Excellent -6.466472e-02
GenHlth_Very good -6.466472e-02
GenHlth_Good -6.466472e-02
GenHlth_Fair -6.466472e-02
GenHlth_Poor -6.466472e-02
MentHlth_0 1.437691e-01
MentHlth_1-5 1.437691e-01
MentHlth_6-10 1.437691e-01
MentHlth_11-15 1.437691e-01
MentHlth_16-20 1.437691e-01
MentHlth_21-25 1.437691e-01
MentHlth_26-30 1.437691e-01
PhysHlth_0 -1.245669e-01
PhysHlth_1-5 -1.245669e-01
PhysHlth_6-10 -1.245669e-01
PhysHlth_11-15 -1.245669e-01
PhysHlth_16-20 -1.245669e-01
PhysHlth_21-25 -1.245669e-01
PhysHlth_26-30 -1.245669e-01
Education_Never attended school or only kinderg... 3.594810e-02
Education_Elementary 3.594810e-02
Education_Some high school 3.594810e-02
Education_High school graduate 3.594810e-02
Education_Some college or technical school 3.594810e-02
Education_College graduate 3.594810e-02
Income_Less than $10,000 9.822175e-02
Income_$10,000-$14,999 9.822175e-02
Income_$15,000-$19,999 9.822175e-02
Income_$20,000-$24,999 9.822175e-02
Income_$25,000-$34,999 9.822175e-02
Income_$35,000-$49,999 9.822175e-02
Income_$50,000-$74,999 9.822175e-02
Income_$75,000 or more 9.822175e-02
Sex_Female 0.000000e+00
Sex_Male 1.783155e-01
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.783155e-01
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.169301e-16 -2.178822e-17
CholCheck -3.712233e-15 2.677501e-15
Smoker 4.339138e-17 8.436278e-17
Stroke -1.050016e-16 -4.910867e-16
HeartDiseaseorAttack -7.305825e-18 5.033091e-17
PhysActivity -3.172815e-17 -2.685487e-17
Fruits -6.487187e-17 7.120999e-17
Veggies 3.240548e-16 -9.024989e-17
HvyAlcoholConsump -3.816711e-16 4.939110e-16
AnyHealthcare 1.086847e-16 -1.517923e-16
NoDocbcCost -9.152206e-17 -2.957468e-16
DiffWalk 2.108467e-17 6.859238e-17
BMI_Underweight 4.249765e-01 1.101727e-01
BMI_Healthy weight -2.259064e-01 -1.757651e-01
BMI_Overweight 1.350866e-01 -4.030765e-01
BMI_Class 1 Obesity 4.153545e-01 6.989045e-01
BMI_Class 2 Obesity -2.072766e-01 -6.089284e-02
BMI_Class 3 Obesity -1.038719e-01 1.640517e-01
GenHlth_Excellent -2.573928e-01 1.223286e-01
GenHlth_Very good -2.573928e-01 1.223286e-01
GenHlth_Good -2.573928e-01 1.223286e-01
GenHlth_Fair -2.573928e-01 1.223286e-01
GenHlth_Poor -2.573928e-01 1.223286e-01
MentHlth_0 -1.510909e-01 1.146454e-01
MentHlth_1-5 -1.510909e-01 1.146454e-01
MentHlth_6-10 -1.510909e-01 1.146454e-01
MentHlth_11-15 -1.510909e-01 1.146454e-01
MentHlth_16-20 -1.510909e-01 1.146454e-01
MentHlth_21-25 -1.510909e-01 1.146454e-01
MentHlth_26-30 -1.510909e-01 1.146454e-01
PhysHlth_0 3.916445e-02 -1.001414e-01
PhysHlth_1-5 3.916445e-02 -1.001414e-01
PhysHlth_6-10 3.916445e-02 -1.001414e-01
PhysHlth_11-15 3.916445e-02 -1.001414e-01
PhysHlth_16-20 3.916445e-02 -1.001414e-01
PhysHlth_21-25 3.916445e-02 -1.001414e-01
PhysHlth_26-30 3.916445e-02 -1.001414e-01
Education_Never attended school or only kinderg... -2.641054e-03 -3.451815e-02
Education_Elementary -2.641054e-03 -3.451815e-02
Education_Some high school -2.641054e-03 -3.451815e-02
Education_High school graduate -2.641054e-03 -3.451815e-02
Education_Some college or technical school -2.641054e-03 -3.451815e-02
Education_College graduate -2.641054e-03 -3.451815e-02
Income_Less than $10,000 -1.559516e-02 -4.385804e-02
Income_$10,000-$14,999 -1.559516e-02 -4.385804e-02
Income_$15,000-$19,999 -1.559516e-02 -4.385804e-02
Income_$20,000-$24,999 -1.559516e-02 -4.385804e-02
Income_$25,000-$34,999 -1.559516e-02 -4.385804e-02
Income_$35,000-$49,999 -1.559516e-02 -4.385804e-02
Income_$50,000-$74,999 -1.559516e-02 -4.385804e-02
Income_$75,000 or more -1.559516e-02 -4.385804e-02
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male -1.001536e-01 8.901690e-02
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -1.001536e-01 8.901690e-02
[58 rows x 58 columns]
PCA Results for Subset_45:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.588515 0.282650 -0.216139 -0.529068 1.005540 -0.218273 -0.773986
1 0.630542 0.269679 1.053101 1.101907 -0.671947 -0.073705 0.543025
2 1.654816 0.586378 0.176467 0.954479 -0.029727 0.281882 0.070705
3 0.044813 -0.286760 -0.376346 -0.156050 -0.131345 -0.118272 -0.284100
4 0.441640 0.454900 -0.207905 -0.086650 0.624812 0.556760 -0.841787
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 \
0 -0.076851 0.382144 0.183358 ... 0.0 0.0 0.0 -2.220446e-16
1 -0.418819 -0.162471 -0.188972 ... 0.0 0.0 0.0 1.110223e-16
2 -0.104154 -0.157508 0.291084 ... 0.0 0.0 0.0 -4.440892e-16
3 0.578301 0.625281 -0.327314 ... 0.0 0.0 0.0 -2.220446e-16
4 -0.376894 0.082690 0.544057 ... 0.0 0.0 0.0 -2.220446e-16
PC53 PC54 PC55 PC56 PC57 \
0 0.000000e+00 -4.440892e-16 -2.220446e-16 -6.661338e-16 0.000000e+00
1 -2.498002e-16 2.220446e-16 3.330669e-16 -2.220446e-16 -2.220446e-16
2 8.326673e-17 -5.551115e-16 0.000000e+00 -4.440892e-16 2.220446e-16
3 -8.326673e-17 -1.110223e-16 -4.440892e-16 -7.771561e-16 0.000000e+00
4 -3.053113e-16 5.551115e-17 0.000000e+00 -1.110223e-16 0.000000e+00
PC58
0 -1.054712e-15
1 -2.775558e-16
2 -3.885781e-16
3 -3.330669e-16
4 5.551115e-17
[5 rows x 58 columns]
For Subset_45, retain 23 components to explain 90% of the variance.
Explained Variance for Subset_46:
[1.06625606e-01 6.78163406e-02 6.05245691e-02 5.52464093e-02
4.90700607e-02 4.73804839e-02 4.61763441e-02 4.41887237e-02
4.28248831e-02 3.70011270e-02 3.40880902e-02 3.11411439e-02
2.96890620e-02 2.90727832e-02 2.86364580e-02 2.68338554e-02
2.50880464e-02 2.22475359e-02 2.18129801e-02 2.02295508e-02
1.90955406e-02 1.74983614e-02 1.53763997e-02 1.40680323e-02
1.30820565e-02 1.23654207e-02 1.16992124e-02 1.03679094e-02
9.09723092e-03 8.79639625e-03 7.88382906e-03 6.88209564e-03
6.31009615e-03 6.24220284e-03 3.78304014e-03 3.41143506e-03
3.02791661e-03 2.01735893e-03 1.93545519e-03 1.00923164e-03
3.56725049e-04 2.60458981e-17 1.72724921e-17 1.11172814e-17
3.03594810e-18 2.61560103e-18 1.04889215e-18 3.96285047e-19
1.79058804e-19 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_46:
[0.10662561 0.17444195 0.23496652 0.29021292 0.33928299 0.38666347
0.43283981 0.47702854 0.51985342 0.55685455 0.59094264 0.62208378
0.65177284 0.68084563 0.70948208 0.73631594 0.76140399 0.78365152
0.8054645 0.82569405 0.84478959 0.86228796 0.87766436 0.89173239
0.90481444 0.91717986 0.92887908 0.93924699 0.94834422 0.95714061
0.96502444 0.97190654 0.97821663 0.98445884 0.98824188 0.99165331
0.99468123 0.99669859 0.99863404 0.99964327 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_46:
PC1 \
HighBP -1.095373e-01
HighChol -1.545969e-01
CholCheck -3.405900e-03
Smoker -1.178109e-01
Stroke -7.533522e-02
HeartDiseaseorAttack -1.738972e-01
PhysActivity 2.685405e-01
Fruits 1.065882e-01
Veggies 8.161317e-02
HvyAlcoholConsump 6.889310e-03
AnyHealthcare 2.028059e-03
NoDocbcCost -5.114792e-02
DiffWalk -4.331628e-01
BMI_Underweight -3.308722e-24
BMI_Healthy weight -4.135903e-25
BMI_Overweight -5.169879e-26
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 7.737686e-18
BMI_Class 3 Obesity -2.019484e-28
GenHlth_Excellent 3.277078e-02
GenHlth_Very good 2.441753e-01
GenHlth_Good 1.736490e-01
GenHlth_Fair -2.986668e-01
GenHlth_Poor -1.519283e-01
MentHlth_0 2.928767e-01
MentHlth_1-5 -1.126565e-01
MentHlth_6-10 -4.263090e-02
MentHlth_11-15 -3.623869e-02
MentHlth_16-20 -1.995737e-02
MentHlth_21-25 -6.717558e-03
MentHlth_26-30 -7.467572e-02
PhysHlth_0 4.520272e-01
PhysHlth_1-5 -4.595603e-02
PhysHlth_6-10 -5.783310e-02
PhysHlth_11-15 -5.168225e-02
PhysHlth_16-20 -3.302029e-02
PhysHlth_21-25 -1.855298e-02
PhysHlth_26-30 -2.449825e-01
Education_Never attended school or only kinderg... -7.726914e-04
Education_Elementary -2.907162e-02
Education_Some high school -3.862945e-02
Education_High school graduate -5.240250e-02
Education_Some college or technical school -2.328884e-02
Education_College graduate 1.441651e-01
Income_Less than $10,000 -4.516077e-02
Income_$10,000-$14,999 -7.616285e-02
Income_$15,000-$19,999 -4.733389e-02
Income_$20,000-$24,999 -2.455020e-02
Income_$25,000-$34,999 2.836510e-03
Income_$35,000-$49,999 5.984526e-02
Income_$50,000-$74,999 6.564087e-02
Income_$75,000 or more 6.488508e-02
Sex_Female 7.737686e-18
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 7.737686e-18
PC2 \
HighBP 4.393532e-02
HighChol 5.666723e-03
CholCheck -4.010041e-04
Smoker -2.356364e-02
Stroke -4.149711e-04
HeartDiseaseorAttack -6.812138e-03
PhysActivity -2.389716e-01
Fruits -2.341266e-01
Veggies -2.321488e-01
HvyAlcoholConsump -1.379250e-02
AnyHealthcare -1.673652e-03
NoDocbcCost 5.586529e-03
DiffWalk 2.337614e-02
BMI_Underweight -0.000000e+00
BMI_Healthy weight -0.000000e+00
BMI_Overweight 1.355253e-20
BMI_Class 1 Obesity -1.016440e-20
BMI_Class 2 Obesity -3.101025e-17
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -9.265538e-03
GenHlth_Very good -8.712223e-02
GenHlth_Good 1.279432e-01
GenHlth_Fair -3.622336e-02
GenHlth_Poor 4.667967e-03
MentHlth_0 2.237030e-01
MentHlth_1-5 -1.675058e-01
MentHlth_6-10 -1.728056e-02
MentHlth_11-15 -1.293256e-02
MentHlth_16-20 -5.280065e-03
MentHlth_21-25 -5.021315e-04
MentHlth_26-30 -2.020189e-02
PhysHlth_0 2.476519e-01
PhysHlth_1-5 -1.825082e-01
PhysHlth_6-10 -1.686597e-02
PhysHlth_11-15 -1.151283e-02
PhysHlth_16-20 8.771907e-04
PhysHlth_21-25 -2.074884e-03
PhysHlth_26-30 -3.556716e-02
Education_Never attended school or only kinderg... -8.720364e-04
Education_Elementary 6.848868e-03
Education_Some high school 1.758397e-02
Education_High school graduate 6.135914e-01
Education_Some college or technical school -2.697116e-01
Education_College graduate -3.674406e-01
Income_Less than $10,000 2.577791e-02
Income_$10,000-$14,999 5.992321e-02
Income_$15,000-$19,999 7.127925e-02
Income_$20,000-$24,999 8.216182e-02
Income_$25,000-$34,999 3.366697e-02
Income_$35,000-$49,999 -4.373681e-02
Income_$50,000-$74,999 -1.055830e-01
Income_$75,000 or more -1.234893e-01
Sex_Female -3.100740e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -3.100740e-17
PC3 \
HighBP 8.541571e-02
HighChol 6.713460e-02
CholCheck 8.010237e-03
Smoker 2.886664e-02
Stroke -1.622157e-02
HeartDiseaseorAttack -2.146473e-02
PhysActivity 3.917162e-02
Fruits 5.108669e-02
Veggies 5.721758e-03
HvyAlcoholConsump 3.920709e-03
AnyHealthcare 3.503446e-03
NoDocbcCost 8.274297e-03
DiffWalk 2.505964e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 0.000000e+00
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 9.281176e-18
BMI_Class 3 Obesity 1.355253e-20
GenHlth_Excellent -3.272592e-02
GenHlth_Very good -4.594368e-01
GenHlth_Good 7.718569e-01
GenHlth_Fair -2.424153e-01
GenHlth_Poor -3.727893e-02
MentHlth_0 -1.095710e-01
MentHlth_1-5 8.436403e-02
MentHlth_6-10 2.244516e-02
MentHlth_11-15 5.714052e-03
MentHlth_16-20 -1.803899e-03
MentHlth_21-25 1.606765e-03
MentHlth_26-30 -2.755094e-03
PhysHlth_0 -1.595526e-01
PhysHlth_1-5 1.999583e-01
PhysHlth_6-10 2.633672e-02
PhysHlth_11-15 5.225086e-03
PhysHlth_16-20 4.698480e-04
PhysHlth_21-25 -6.254300e-03
PhysHlth_26-30 -6.618308e-02
Education_Never attended school or only kinderg... -8.824249e-04
Education_Elementary -5.043243e-03
Education_Some high school -1.290536e-02
Education_High school graduate 5.381928e-03
Education_Some college or technical school -8.486716e-02
Education_College graduate 9.831626e-02
Income_Less than $10,000 -1.065612e-02
Income_$10,000-$14,999 -2.217692e-02
Income_$15,000-$19,999 -1.927161e-02
Income_$20,000-$24,999 -6.404748e-03
Income_$25,000-$34,999 -4.118080e-03
Income_$35,000-$49,999 6.447013e-02
Income_$50,000-$74,999 2.217304e-02
Income_$75,000 or more -2.401568e-02
Sex_Female 9.296215e-18
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 9.296215e-18
PC4 \
HighBP -1.458240e-02
HighChol 2.606227e-02
CholCheck -4.379131e-03
Smoker 2.894235e-01
Stroke 9.222225e-03
HeartDiseaseorAttack 4.583140e-02
PhysActivity -2.632539e-01
Fruits -2.135214e-01
Veggies -8.636019e-02
HvyAlcoholConsump 2.139348e-03
AnyHealthcare 9.517340e-04
NoDocbcCost -4.248313e-03
DiffWalk 2.257122e-02
BMI_Underweight 1.110223e-16
BMI_Healthy weight -2.775558e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -2.357434e-17
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent 7.290900e-03
GenHlth_Very good -6.205100e-02
GenHlth_Good 1.638043e-01
GenHlth_Fair -1.310189e-01
GenHlth_Poor 2.197467e-02
MentHlth_0 1.632511e-01
MentHlth_1-5 -1.492877e-01
MentHlth_6-10 -8.910160e-03
MentHlth_11-15 3.537165e-03
MentHlth_16-20 -5.880270e-03
MentHlth_21-25 -2.966641e-04
MentHlth_26-30 -2.413552e-03
PhysHlth_0 1.754676e-01
PhysHlth_1-5 -1.429489e-01
PhysHlth_6-10 -3.140093e-02
PhysHlth_11-15 -1.316252e-02
PhysHlth_16-20 -9.245157e-03
PhysHlth_21-25 -2.394261e-03
PhysHlth_26-30 2.368413e-02
Education_Never attended school or only kinderg... -1.284416e-03
Education_Elementary 6.278437e-03
Education_Some high school 2.769070e-02
Education_High school graduate -3.802943e-01
Education_Some college or technical school 6.364846e-01
Education_College graduate -2.888750e-01
Income_Less than $10,000 -4.960653e-03
Income_$10,000-$14,999 2.031559e-02
Income_$15,000-$19,999 -1.240785e-02
Income_$20,000-$24,999 2.608504e-02
Income_$25,000-$34,999 1.657223e-02
Income_$35,000-$49,999 2.462853e-02
Income_$50,000-$74,999 -1.112600e-02
Income_$75,000 or more -5.910687e-02
Sex_Female -2.992391e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -2.992391e-17
PC5 \
HighBP -1.728466e-02
HighChol -3.328908e-01
CholCheck 4.048615e-03
Smoker -2.357566e-01
Stroke 4.418737e-02
HeartDiseaseorAttack 1.203803e-01
PhysActivity 5.843779e-02
Fruits 4.942821e-01
Veggies 2.338327e-01
HvyAlcoholConsump -1.420938e-02
AnyHealthcare -2.965415e-03
NoDocbcCost 1.738997e-02
DiffWalk 2.519143e-01
BMI_Underweight -1.665335e-16
BMI_Healthy weight 8.326673e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 5.551115e-17
BMI_Class 2 Obesity -1.395020e-16
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent 6.022381e-03
GenHlth_Very good -2.011434e-01
GenHlth_Good 3.657083e-02
GenHlth_Fair 1.142871e-01
GenHlth_Poor 4.426311e-02
MentHlth_0 4.407427e-01
MentHlth_1-5 -3.517980e-01
MentHlth_6-10 -3.712329e-02
MentHlth_11-15 -1.985950e-02
MentHlth_16-20 -9.788755e-03
MentHlth_21-25 -8.028417e-04
MentHlth_26-30 -2.137034e-02
PhysHlth_0 -1.310046e-01
PhysHlth_1-5 -1.681848e-02
PhysHlth_6-10 1.083555e-02
PhysHlth_11-15 1.037982e-02
PhysHlth_16-20 3.255195e-03
PhysHlth_21-25 -4.867998e-03
PhysHlth_26-30 1.282205e-01
Education_Never attended school or only kinderg... 3.281949e-04
Education_Elementary 2.753581e-03
Education_Some high school 2.330525e-02
Education_High school graduate -5.044873e-03
Education_Some college or technical school 9.113781e-02
Education_College graduate -1.124800e-01
Income_Less than $10,000 1.159093e-02
Income_$10,000-$14,999 1.880117e-02
Income_$15,000-$19,999 7.177627e-02
Income_$20,000-$24,999 6.364811e-02
Income_$25,000-$34,999 -6.438813e-02
Income_$35,000-$49,999 -3.811249e-02
Income_$50,000-$74,999 -1.952264e-02
Income_$75,000 or more -4.379322e-02
Sex_Female -1.311810e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -1.311810e-17
PC6 \
HighBP 1.825893e-01
HighChol 3.666421e-01
CholCheck 4.495214e-03
Smoker 1.234564e-01
Stroke 3.465251e-02
HeartDiseaseorAttack 9.481759e-02
PhysActivity -1.562881e-01
Fruits -1.363111e-01
Veggies -4.025167e-02
HvyAlcoholConsump 9.472256e-03
AnyHealthcare 1.253364e-03
NoDocbcCost -2.170829e-02
DiffWalk 1.578856e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight 1.665335e-16
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity 3.122502e-17
BMI_Class 2 Obesity 3.602809e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -6.141947e-03
GenHlth_Very good -1.025245e-01
GenHlth_Good -1.012884e-02
GenHlth_Fair 1.132702e-01
GenHlth_Poor 5.525056e-03
MentHlth_0 3.635452e-01
MentHlth_1-5 -2.581943e-01
MentHlth_6-10 -4.068820e-02
MentHlth_11-15 -2.518617e-02
MentHlth_16-20 -5.536241e-03
MentHlth_21-25 -5.378179e-03
MentHlth_26-30 -2.856210e-02
PhysHlth_0 1.324667e-01
PhysHlth_1-5 -1.663935e-01
PhysHlth_6-10 -1.504203e-02
PhysHlth_11-15 -1.301742e-02
PhysHlth_16-20 -2.792513e-04
PhysHlth_21-25 2.614472e-03
PhysHlth_26-30 5.965105e-02
Education_Never attended school or only kinderg... 1.418998e-04
Education_Elementary 2.390297e-02
Education_Some high school 5.377319e-02
Education_High school graduate -2.497544e-01
Education_Some college or technical school -3.238674e-01
Education_College graduate 4.958038e-01
Income_Less than $10,000 2.122232e-02
Income_$10,000-$14,999 1.682179e-02
Income_$15,000-$19,999 -2.586302e-02
Income_$20,000-$24,999 -1.100646e-01
Income_$25,000-$34,999 -1.142205e-01
Income_$35,000-$49,999 7.580508e-02
Income_$50,000-$74,999 2.448645e-02
Income_$75,000 or more 1.118125e-01
Sex_Female 5.988566e-17
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ 5.988566e-17
PC7 \
HighBP 2.777783e-01
HighChol 5.258693e-01
CholCheck 1.451023e-02
Smoker 2.307885e-01
Stroke 4.330668e-02
HeartDiseaseorAttack 2.020686e-01
PhysActivity 2.992272e-01
Fruits 4.100628e-01
Veggies 2.675172e-01
HvyAlcoholConsump 3.248042e-03
AnyHealthcare -5.905004e-04
NoDocbcCost 1.256143e-02
DiffWalk -6.227106e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -1.665335e-16
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -6.114010e-17
BMI_Class 3 Obesity -4.163336e-17
GenHlth_Excellent -1.314040e-02
GenHlth_Very good -3.499973e-02
GenHlth_Good -3.227000e-03
GenHlth_Fair 4.612507e-02
GenHlth_Poor 5.242061e-03
MentHlth_0 -1.143590e-01
MentHlth_1-5 6.848712e-02
MentHlth_6-10 5.267214e-03
MentHlth_11-15 2.050855e-02
MentHlth_16-20 4.235614e-03
MentHlth_21-25 -3.129654e-04
MentHlth_26-30 1.617348e-02
PhysHlth_0 2.494397e-01
PhysHlth_1-5 -2.142976e-01
PhysHlth_6-10 -2.294625e-02
PhysHlth_11-15 -1.846160e-02
PhysHlth_16-20 -7.548204e-03
PhysHlth_21-25 -6.444010e-04
PhysHlth_26-30 1.445843e-02
Education_Never attended school or only kinderg... 1.600009e-03
Education_Elementary -1.833214e-02
Education_Some high school -2.226912e-02
Education_High school graduate 1.479381e-01
Education_Some college or technical school 9.035941e-02
Education_College graduate -1.992962e-01
Income_Less than $10,000 -1.045891e-02
Income_$10,000-$14,999 3.212388e-02
Income_$15,000-$19,999 2.055442e-02
Income_$20,000-$24,999 1.259943e-02
Income_$25,000-$34,999 8.246717e-02
Income_$35,000-$49,999 -4.916169e-02
Income_$50,000-$74,999 -3.880698e-02
Income_$75,000 or more -4.931731e-02
Sex_Female -2.469972e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -2.469972e-17
PC8 \
HighBP -2.220686e-01
HighChol -4.021885e-01
CholCheck -8.028989e-03
Smoker 8.164136e-01
Stroke -3.820819e-02
HeartDiseaseorAttack -9.838597e-03
PhysActivity -4.618513e-03
Fruits 1.167578e-01
Veggies 1.392263e-01
HvyAlcoholConsump 2.061303e-02
AnyHealthcare -3.629837e-04
NoDocbcCost -7.873262e-03
DiffWalk 5.968186e-02
BMI_Underweight -5.898060e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity -5.551115e-17
BMI_Class 2 Obesity 3.421924e-17
BMI_Class 3 Obesity -4.510281e-17
GenHlth_Excellent 2.525310e-02
GenHlth_Very good -3.273668e-02
GenHlth_Good -8.630942e-03
GenHlth_Fair 5.462693e-03
GenHlth_Poor 1.065182e-02
MentHlth_0 -2.941926e-02
MentHlth_1-5 3.549387e-02
MentHlth_6-10 2.386140e-03
MentHlth_11-15 -8.105632e-03
MentHlth_16-20 4.287806e-03
MentHlth_21-25 -3.308396e-03
MentHlth_26-30 -1.334529e-03
PhysHlth_0 4.326545e-02
PhysHlth_1-5 -8.224452e-02
PhysHlth_6-10 7.385762e-03
PhysHlth_11-15 -7.776018e-03
PhysHlth_16-20 -2.190916e-03
PhysHlth_21-25 -3.011793e-03
PhysHlth_26-30 4.457203e-02
Education_Never attended school or only kinderg... -1.947716e-03
Education_Elementary -1.715386e-02
Education_Some high school -1.116341e-03
Education_High school graduate 1.138125e-01
Education_Some college or technical school -1.998763e-01
Education_College graduate 1.062818e-01
Income_Less than $10,000 -1.357351e-02
Income_$10,000-$14,999 -1.067675e-02
Income_$15,000-$19,999 -9.974174e-03
Income_$20,000-$24,999 1.388028e-02
Income_$25,000-$34,999 -3.301930e-02
Income_$35,000-$49,999 -1.539226e-02
Income_$50,000-$74,999 3.291649e-02
Income_$75,000 or more 3.583921e-02
Sex_Female 1.376448e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 1.376448e-17
PC9 \
HighBP 6.320237e-02
HighChol 2.239754e-01
CholCheck 3.613174e-03
Smoker 2.960375e-01
Stroke -8.906608e-03
HeartDiseaseorAttack 9.731545e-03
PhysActivity 2.905738e-01
Fruits -1.635013e-01
Veggies -6.693193e-02
HvyAlcoholConsump 1.853776e-04
AnyHealthcare 1.066550e-03
NoDocbcCost -1.033270e-02
DiffWalk -2.062713e-01
BMI_Underweight 1.110223e-16
BMI_Healthy weight -1.110223e-16
BMI_Overweight 4.510281e-17
BMI_Class 1 Obesity -1.665335e-16
BMI_Class 2 Obesity 1.825374e-17
BMI_Class 3 Obesity -8.326673e-17
GenHlth_Excellent -1.580871e-02
GenHlth_Very good 1.203804e-01
GenHlth_Good -7.535191e-02
GenHlth_Fair 2.696674e-02
GenHlth_Poor -5.618655e-02
MentHlth_0 3.768595e-01
MentHlth_1-5 -2.249866e-01
MentHlth_6-10 -3.881048e-02
MentHlth_11-15 -3.170833e-02
MentHlth_16-20 -7.796911e-03
MentHlth_21-25 -2.663323e-03
MentHlth_26-30 -7.089380e-02
PhysHlth_0 -4.330349e-01
PhysHlth_1-5 4.852832e-01
PhysHlth_6-10 1.545839e-02
PhysHlth_11-15 3.240031e-03
PhysHlth_16-20 -1.776781e-03
PhysHlth_21-25 1.695352e-03
PhysHlth_26-30 -7.086522e-02
Education_Never attended school or only kinderg... -1.474138e-03
Education_Elementary -1.339724e-02
Education_Some high school -3.712525e-02
Education_High school graduate 1.315213e-01
Education_Some college or technical school 5.838591e-02
Education_College graduate -1.379105e-01
Income_Less than $10,000 -1.449890e-04
Income_$10,000-$14,999 1.880377e-02
Income_$15,000-$19,999 -5.153959e-02
Income_$20,000-$24,999 7.071642e-03
Income_$25,000-$34,999 3.935163e-02
Income_$35,000-$49,999 -2.591785e-02
Income_$50,000-$74,999 -4.384681e-03
Income_$75,000 or more 1.676007e-02
Sex_Female -1.842951e-17
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -1.842951e-17
PC10 ... \
HighBP -7.325657e-03 ...
HighChol -1.863510e-01 ...
CholCheck 2.803688e-03 ...
Smoker -2.562436e-02 ...
Stroke 2.508977e-02 ...
HeartDiseaseorAttack 2.886607e-02 ...
PhysActivity 6.889044e-01 ...
Fruits -3.728396e-01 ...
Veggies -1.752908e-01 ...
HvyAlcoholConsump 2.114003e-03 ...
AnyHealthcare -6.253367e-03 ...
NoDocbcCost 2.199756e-02 ...
DiffWalk 1.017480e-01 ...
BMI_Underweight 2.775558e-17 ...
BMI_Healthy weight -9.020562e-17 ...
BMI_Overweight 1.110223e-16 ...
BMI_Class 1 Obesity 0.000000e+00 ...
BMI_Class 2 Obesity -2.953371e-17 ...
BMI_Class 3 Obesity -2.775558e-17 ...
GenHlth_Excellent 1.421195e-02 ...
GenHlth_Very good -2.740361e-01 ...
GenHlth_Good 3.694440e-02 ...
GenHlth_Fair 3.080296e-01 ...
GenHlth_Poor -8.514983e-02 ...
MentHlth_0 -2.990864e-02 ...
MentHlth_1-5 1.673633e-03 ...
MentHlth_6-10 5.665915e-03 ...
MentHlth_11-15 1.090854e-02 ...
MentHlth_16-20 -7.775636e-04 ...
MentHlth_21-25 5.289484e-03 ...
MentHlth_26-30 7.148631e-03 ...
PhysHlth_0 1.299732e-01 ...
PhysHlth_1-5 -2.028230e-01 ...
PhysHlth_6-10 5.054446e-02 ...
PhysHlth_11-15 9.739020e-03 ...
PhysHlth_16-20 1.496282e-02 ...
PhysHlth_21-25 4.449829e-03 ...
PhysHlth_26-30 -6.846329e-03 ...
Education_Never attended school or only kinderg... 1.463165e-03 ...
Education_Elementary 3.589727e-02 ...
Education_Some high school 8.770290e-02 ...
Education_High school graduate -1.144950e-01 ...
Education_Some college or technical school 2.571881e-02 ...
Education_College graduate -3.628710e-02 ...
Income_Less than $10,000 6.068555e-02 ...
Income_$10,000-$14,999 9.331770e-02 ...
Income_$15,000-$19,999 7.575441e-02 ...
Income_$20,000-$24,999 -5.131570e-03 ...
Income_$25,000-$34,999 -5.550338e-02 ...
Income_$35,000-$49,999 -1.459127e-01 ...
Income_$50,000-$74,999 -1.955835e-02 ...
Income_$75,000 or more -3.651663e-03 ...
Sex_Female -5.612416e-18 ...
Sex_Male 0.000000e+00 ...
Age_18-29 0.000000e+00 ...
Age_30-49 0.000000e+00 ...
Age_50-64 0.000000e+00 ...
Age_65+ -5.612416e-18 ...
PC49 PC50 PC51 \
HighBP 0.000000e+00 0.0 0.0
HighChol 5.592578e-17 0.0 0.0
CholCheck -1.224668e-15 0.0 0.0
Smoker 1.195760e-16 0.0 0.0
Stroke 1.594809e-17 0.0 0.0
HeartDiseaseorAttack -3.084937e-17 0.0 0.0
PhysActivity -3.348431e-17 0.0 0.0
Fruits -2.963254e-17 0.0 0.0
Veggies -3.414844e-17 0.0 0.0
HvyAlcoholConsump -4.841835e-17 0.0 0.0
AnyHealthcare -2.655076e-16 0.0 0.0
NoDocbcCost 4.936139e-16 0.0 0.0
DiffWalk -3.503679e-17 0.0 0.0
BMI_Underweight -1.052352e-01 0.0 0.0
BMI_Healthy weight 2.501627e-01 0.0 0.0
BMI_Overweight -1.457431e-01 0.0 0.0
BMI_Class 1 Obesity -1.363015e-02 0.0 0.0
BMI_Class 2 Obesity 4.142402e-01 0.0 0.0
BMI_Class 3 Obesity 8.636587e-02 0.0 0.0
GenHlth_Excellent 4.450266e-02 0.0 0.0
GenHlth_Very good 4.450266e-02 0.0 0.0
GenHlth_Good 4.450266e-02 0.0 0.0
GenHlth_Fair 4.450266e-02 0.0 0.0
GenHlth_Poor 4.450266e-02 0.0 0.0
MentHlth_0 1.326709e-01 0.0 0.0
MentHlth_1-5 1.326709e-01 0.0 0.0
MentHlth_6-10 1.326709e-01 0.0 0.0
MentHlth_11-15 1.326709e-01 0.0 0.0
MentHlth_16-20 1.326709e-01 0.0 0.0
MentHlth_21-25 1.326709e-01 0.0 0.0
MentHlth_26-30 1.326709e-01 0.0 0.0
PhysHlth_0 -9.435551e-02 0.0 0.0
PhysHlth_1-5 -9.435551e-02 0.0 0.0
PhysHlth_6-10 -9.435551e-02 0.0 0.0
PhysHlth_11-15 -9.435551e-02 0.0 0.0
PhysHlth_16-20 -9.435551e-02 0.0 0.0
PhysHlth_21-25 -9.435551e-02 0.0 0.0
PhysHlth_26-30 -9.435551e-02 0.0 0.0
Education_Never attended school or only kinderg... -2.255099e-02 0.0 0.0
Education_Elementary -2.255099e-02 0.0 0.0
Education_Some high school -2.255099e-02 0.0 0.0
Education_High school graduate -2.255099e-02 0.0 0.0
Education_Some college or technical school -2.255099e-02 0.0 0.0
Education_College graduate -2.255099e-02 0.0 0.0
Income_Less than $10,000 1.664336e-01 0.0 0.0
Income_$10,000-$14,999 1.664336e-01 0.0 0.0
Income_$15,000-$19,999 1.664336e-01 0.0 0.0
Income_$20,000-$24,999 1.664336e-01 0.0 0.0
Income_$25,000-$34,999 1.664336e-01 0.0 0.0
Income_$35,000-$49,999 1.664336e-01 0.0 0.0
Income_$50,000-$74,999 1.664336e-01 0.0 0.0
Income_$75,000 or more 1.664336e-01 0.0 0.0
Sex_Female -3.910095e-01 0.0 0.0
Sex_Male 0.000000e+00 1.0 0.0
Age_18-29 0.000000e+00 0.0 0.0
Age_30-49 0.000000e+00 0.0 0.0
Age_50-64 0.000000e+00 0.0 1.0
Age_65+ -3.910095e-01 0.0 0.0
PC52 PC53 PC54 \
HighBP 0.0 0.0 -0.000000e+00
HighChol 0.0 0.0 -1.639650e-21
CholCheck 0.0 0.0 -8.149839e-21
Smoker 0.0 0.0 -1.326306e-20
Stroke 0.0 0.0 -7.946253e-20
HeartDiseaseorAttack 0.0 0.0 2.487695e-20
PhysActivity 0.0 0.0 5.344413e-21
Fruits 0.0 0.0 -1.024416e-20
Veggies 0.0 0.0 -1.138201e-20
HvyAlcoholConsump 0.0 0.0 -6.333432e-21
AnyHealthcare 0.0 0.0 9.030492e-21
NoDocbcCost 0.0 0.0 -1.041700e-19
DiffWalk 0.0 0.0 1.421862e-20
BMI_Underweight 0.0 0.0 7.832710e-11
BMI_Healthy weight 0.0 0.0 -8.082035e-11
BMI_Overweight 0.0 0.0 2.028718e-11
BMI_Class 1 Obesity 0.0 0.0 -4.241514e-11
BMI_Class 2 Obesity 0.0 0.0 -2.201865e-10
BMI_Class 3 Obesity 0.0 0.0 -6.331966e-11
GenHlth_Excellent 0.0 0.0 -1.756904e-11
GenHlth_Very good 0.0 0.0 -1.756904e-11
GenHlth_Good 0.0 0.0 -1.756904e-11
GenHlth_Fair 0.0 0.0 -1.756904e-11
GenHlth_Poor 0.0 0.0 -1.756904e-11
MentHlth_0 0.0 0.0 -1.065054e-10
MentHlth_1-5 0.0 0.0 -1.065054e-10
MentHlth_6-10 0.0 0.0 -1.065054e-10
MentHlth_11-15 0.0 0.0 -1.065054e-10
MentHlth_16-20 0.0 0.0 -1.065054e-10
MentHlth_21-25 0.0 0.0 -1.065054e-10
MentHlth_26-30 0.0 0.0 -1.065054e-10
PhysHlth_0 0.0 0.0 9.723391e-11
PhysHlth_1-5 0.0 0.0 9.723391e-11
PhysHlth_6-10 0.0 0.0 9.723391e-11
PhysHlth_11-15 0.0 0.0 9.723391e-11
PhysHlth_16-20 0.0 0.0 9.723391e-11
PhysHlth_21-25 0.0 0.0 9.723391e-11
PhysHlth_26-30 0.0 0.0 9.723391e-11
Education_Never attended school or only kinderg... 0.0 0.0 2.198338e-12
Education_Elementary 0.0 0.0 2.198338e-12
Education_Some high school 0.0 0.0 2.198338e-12
Education_High school graduate 0.0 0.0 2.198338e-12
Education_Some college or technical school 0.0 0.0 2.198338e-12
Education_College graduate 0.0 0.0 2.198338e-12
Income_Less than $10,000 0.0 0.0 -1.064659e-10
Income_$10,000-$14,999 0.0 0.0 -1.064659e-10
Income_$15,000-$19,999 0.0 0.0 -1.064659e-10
Income_$20,000-$24,999 0.0 0.0 -1.064659e-10
Income_$25,000-$34,999 0.0 0.0 -1.064659e-10
Income_$35,000-$49,999 0.0 0.0 -1.064659e-10
Income_$50,000-$74,999 0.0 0.0 -1.064659e-10
Income_$75,000 or more 0.0 0.0 -1.064659e-10
Sex_Female 0.0 0.0 7.071068e-01
Sex_Male 0.0 0.0 -0.000000e+00
Age_18-29 0.0 1.0 -0.000000e+00
Age_30-49 1.0 0.0 -0.000000e+00
Age_50-64 0.0 0.0 -0.000000e+00
Age_65+ 0.0 0.0 -7.071068e-01
PC55 \
HighBP 0.000000e+00
HighChol 5.033320e-17
CholCheck -8.818411e-17
Smoker 9.697713e-17
Stroke -8.143329e-17
HeartDiseaseorAttack -1.491684e-17
PhysActivity 4.366327e-17
Fruits -1.033362e-17
Veggies -1.181325e-17
HvyAlcoholConsump -4.709773e-16
AnyHealthcare 6.377307e-16
NoDocbcCost -3.111938e-16
DiffWalk 1.200540e-17
BMI_Underweight 1.558850e-01
BMI_Healthy weight -1.509800e-01
BMI_Overweight 7.623452e-02
BMI_Class 1 Obesity 4.819406e-02
BMI_Class 2 Obesity -1.554936e-01
BMI_Class 3 Obesity 6.161480e-01
GenHlth_Excellent -1.947667e-02
GenHlth_Very good -1.947667e-02
GenHlth_Good -1.947667e-02
GenHlth_Fair -1.947667e-02
GenHlth_Poor -1.947667e-02
MentHlth_0 -1.549307e-01
MentHlth_1-5 -1.549307e-01
MentHlth_6-10 -1.549307e-01
MentHlth_11-15 -1.549307e-01
MentHlth_16-20 -1.549307e-01
MentHlth_21-25 -1.549307e-01
MentHlth_26-30 -1.549307e-01
PhysHlth_0 1.227439e-01
PhysHlth_1-5 1.227439e-01
PhysHlth_6-10 1.227439e-01
PhysHlth_11-15 1.227439e-01
PhysHlth_16-20 1.227439e-01
PhysHlth_21-25 1.227439e-01
PhysHlth_26-30 1.227439e-01
Education_Never attended school or only kinderg... 1.080324e-01
Education_Elementary 1.080324e-01
Education_Some high school 1.080324e-01
Education_High school graduate 1.080324e-01
Education_Some college or technical school 1.080324e-01
Education_College graduate 1.080324e-01
Income_Less than $10,000 9.854784e-02
Income_$10,000-$14,999 9.854784e-02
Income_$15,000-$19,999 9.854784e-02
Income_$20,000-$24,999 9.854784e-02
Income_$25,000-$34,999 9.854784e-02
Income_$35,000-$49,999 9.854784e-02
Income_$50,000-$74,999 9.854784e-02
Income_$75,000 or more 9.854784e-02
Sex_Female -2.427455e-01
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -2.427455e-01
PC56 \
HighBP 0.000000e+00
HighChol 6.012022e-17
CholCheck -7.833368e-16
Smoker -1.634388e-17
Stroke -1.518386e-16
HeartDiseaseorAttack 3.639782e-17
PhysActivity 1.376475e-16
Fruits -2.513901e-17
Veggies -1.243654e-16
HvyAlcoholConsump 2.065501e-16
AnyHealthcare 4.219871e-15
NoDocbcCost 7.272020e-18
DiffWalk 6.022866e-17
BMI_Underweight 2.841579e-01
BMI_Healthy weight -5.009398e-02
BMI_Overweight -3.300410e-01
BMI_Class 1 Obesity 4.133570e-01
BMI_Class 2 Obesity -2.690452e-01
BMI_Class 3 Obesity -3.037935e-01
GenHlth_Excellent 2.812758e-01
GenHlth_Very good 2.812758e-01
GenHlth_Good 2.812758e-01
GenHlth_Fair 2.812758e-01
GenHlth_Poor 2.812758e-01
MentHlth_0 1.784347e-02
MentHlth_1-5 1.784347e-02
MentHlth_6-10 1.784347e-02
MentHlth_11-15 1.784347e-02
MentHlth_16-20 1.784347e-02
MentHlth_21-25 1.784347e-02
MentHlth_26-30 1.784347e-02
PhysHlth_0 7.452842e-02
PhysHlth_1-5 7.452842e-02
PhysHlth_6-10 7.452842e-02
PhysHlth_11-15 7.452842e-02
PhysHlth_16-20 7.452842e-02
PhysHlth_21-25 7.452842e-02
PhysHlth_26-30 7.452842e-02
Education_Never attended school or only kinderg... 2.305125e-02
Education_Elementary 2.305125e-02
Education_Some high school 2.305125e-02
Education_High school graduate 2.305125e-02
Education_Some college or technical school 2.305125e-02
Education_College graduate 2.305125e-02
Income_Less than $10,000 6.066642e-02
Income_$10,000-$14,999 6.066642e-02
Income_$15,000-$19,999 6.066642e-02
Income_$20,000-$24,999 6.066642e-02
Income_$25,000-$34,999 6.066642e-02
Income_$35,000-$49,999 6.066642e-02
Income_$50,000-$74,999 6.066642e-02
Income_$75,000 or more 6.066642e-02
Sex_Female -3.844488e-02
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ -3.844488e-02
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol 5.592578e-18 -3.495361e-17
CholCheck -5.436065e-18 1.434699e-15
Smoker 3.670761e-17 5.880968e-17
Stroke 5.869947e-17 1.855930e-16
HeartDiseaseorAttack -1.435897e-17 -9.334041e-17
PhysActivity 1.227805e-16 7.814175e-17
Fruits -4.006333e-17 -1.223282e-17
Veggies 9.458455e-17 -5.394275e-17
HvyAlcoholConsump -4.407415e-16 -5.104763e-19
AnyHealthcare 2.069922e-15 -4.949937e-16
NoDocbcCost -5.650425e-17 -3.490619e-16
DiffWalk 1.544883e-16 8.833935e-17
BMI_Underweight 7.736223e-02 1.267541e-01
BMI_Healthy weight 4.134891e-01 3.711438e-01
BMI_Overweight -3.786044e-02 -2.872488e-01
BMI_Class 1 Obesity 3.824407e-02 5.675713e-01
BMI_Class 2 Obesity 1.025751e-01 -2.005228e-01
BMI_Class 3 Obesity 1.600060e-01 -1.900656e-02
GenHlth_Excellent 9.923945e-03 -2.615290e-01
GenHlth_Very good 9.923945e-03 -2.615290e-01
GenHlth_Good 9.923945e-03 -2.615290e-01
GenHlth_Fair 9.923945e-03 -2.615290e-01
GenHlth_Poor 9.923945e-03 -2.615290e-01
MentHlth_0 -9.533394e-02 -1.069363e-02
MentHlth_1-5 -9.533394e-02 -1.069363e-02
MentHlth_6-10 -9.533394e-02 -1.069363e-02
MentHlth_11-15 -9.533394e-02 -1.069363e-02
MentHlth_16-20 -9.533394e-02 -1.069363e-02
MentHlth_21-25 -9.533394e-02 -1.069363e-02
MentHlth_26-30 -9.533394e-02 -1.069363e-02
PhysHlth_0 8.521785e-02 -7.044000e-02
PhysHlth_1-5 8.521785e-02 -7.044000e-02
PhysHlth_6-10 8.521785e-02 -7.044000e-02
PhysHlth_11-15 8.521785e-02 -7.044000e-02
PhysHlth_16-20 8.521785e-02 -7.044000e-02
PhysHlth_21-25 8.521785e-02 -7.044000e-02
PhysHlth_26-30 8.521785e-02 -7.044000e-02
Education_Never attended school or only kinderg... -2.645436e-01 5.258780e-02
Education_Elementary -2.645436e-01 5.258780e-02
Education_Some high school -2.645436e-01 5.258780e-02
Education_High school graduate -2.645436e-01 5.258780e-02
Education_Some college or technical school -2.645436e-01 5.258780e-02
Education_College graduate -2.645436e-01 5.258780e-02
Income_Less than $10,000 1.173994e-01 -2.235375e-02
Income_$10,000-$14,999 1.173994e-01 -2.235375e-02
Income_$15,000-$19,999 1.173994e-01 -2.235375e-02
Income_$20,000-$24,999 1.173994e-01 -2.235375e-02
Income_$25,000-$34,999 1.173994e-01 -2.235375e-02
Income_$35,000-$49,999 1.173994e-01 -2.235375e-02
Income_$50,000-$74,999 1.173994e-01 -2.235375e-02
Income_$75,000 or more 1.173994e-01 -2.235375e-02
Sex_Female 2.635475e-01 -3.778561e-02
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 2.635475e-01 -3.778561e-02
[58 rows x 58 columns]
PCA Results for Subset_46:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 -1.319803 -0.226170 -0.067094 0.122146 0.070042 0.193577 0.364930
1 0.550589 -0.354102 -0.565017 0.006013 -0.616364 1.049348 0.073641
2 0.530565 -0.356412 0.667032 -0.225245 0.471769 0.976793 0.486756
3 -0.456818 -0.291357 0.737342 0.945524 0.911440 -0.363187 -0.230227
4 -0.776463 -0.640538 -0.106359 -0.685471 -0.446524 0.453261 -0.103024
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.386401 -0.419334 -0.539106 ... 2.220446e-16 0.0 0.0 0.0 0.0
1 0.365343 0.180348 0.262257 ... 1.110223e-16 0.0 0.0 0.0 0.0
2 -0.320046 -0.465191 0.254888 ... -1.110223e-16 0.0 0.0 0.0 0.0
3 0.452470 0.442368 -0.529653 ... -1.110223e-16 0.0 0.0 0.0 0.0
4 -0.498043 -0.144762 0.749342 ... 0.000000e+00 0.0 0.0 0.0 0.0
PC54 PC55 PC56 PC57 PC58
0 0.0 2.220446e-16 -2.220446e-16 5.551115e-17 1.110223e-16
1 0.0 2.220446e-16 1.665335e-16 1.665335e-16 2.220446e-16
2 0.0 1.110223e-16 3.330669e-16 5.551115e-17 -1.110223e-16
3 0.0 1.110223e-16 -5.551115e-17 0.000000e+00 0.000000e+00
4 0.0 -2.220446e-16 4.163336e-16 -2.775558e-16 5.551115e-16
[5 rows x 58 columns]
For Subset_46, retain 25 components to explain 90% of the variance.
Explained Variance for Subset_47:
[1.21894863e-01 6.96953667e-02 5.61143966e-02 5.43775307e-02
5.13030591e-02 5.06548657e-02 4.86555820e-02 4.30755996e-02
4.05329387e-02 3.74858698e-02 3.64705970e-02 3.51511976e-02
3.21916765e-02 3.13854797e-02 3.04828890e-02 2.68597835e-02
2.65904458e-02 2.52971281e-02 2.06176543e-02 1.66919402e-02
1.56821273e-02 1.36448586e-02 1.29036500e-02 1.23637462e-02
1.18808380e-02 1.03469127e-02 9.28595151e-03 8.64412173e-03
8.06206756e-03 7.33528822e-03 6.41012578e-03 5.05211898e-03
4.63012902e-03 4.13329831e-03 3.78323558e-03 2.46392282e-03
2.17000485e-03 1.95072056e-03 1.90266234e-03 1.43976942e-03
3.85586939e-04 1.40650247e-17 7.52159726e-18 4.66042631e-18
3.51428468e-18 3.00444181e-18 1.50895195e-18 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_47:
[0.12189486 0.19159023 0.24770463 0.30208216 0.35338522 0.40404008
0.45269566 0.49577126 0.5363042 0.57379007 0.61026067 0.64541187
0.67760354 0.70898902 0.73947191 0.7663317 0.79292214 0.81821927
0.83883692 0.85552886 0.87121099 0.88485585 0.8977595 0.91012325
0.92200408 0.932351 0.94163695 0.95028107 0.95834314 0.96567843
0.97208855 0.97714067 0.9817708 0.9859041 0.98968733 0.99215126
0.99432126 0.99627198 0.99817464 0.99961441 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_47:
PC1 \
HighBP 9.884339e-02
HighChol 1.425467e-01
CholCheck 4.640307e-03
Smoker 1.234071e-01
Stroke 6.935987e-02
HeartDiseaseorAttack 1.994778e-01
PhysActivity -2.395693e-01
Fruits -5.045725e-02
Veggies -8.562146e-02
HvyAlcoholConsump 2.952678e-03
AnyHealthcare -1.250492e-03
NoDocbcCost 4.255236e-02
DiffWalk 4.311833e-01
BMI_Underweight 4.135903e-25
BMI_Healthy weight -0.000000e+00
BMI_Overweight 1.292470e-26
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -1.009742e-28
BMI_Class 3 Obesity 1.262177e-29
GenHlth_Excellent -3.148897e-02
GenHlth_Very good -1.658735e-01
GenHlth_Good -2.421523e-01
GenHlth_Fair 1.963189e-01
GenHlth_Poor 2.431959e-01
MentHlth_0 -2.459124e-01
MentHlth_1-5 9.041928e-02
MentHlth_6-10 3.164888e-02
MentHlth_11-15 2.285799e-02
MentHlth_16-20 1.508330e-02
MentHlth_21-25 9.722047e-03
MentHlth_26-30 7.618089e-02
PhysHlth_0 -4.265011e-01
PhysHlth_1-5 1.901492e-02
PhysHlth_6-10 2.284823e-02
PhysHlth_11-15 3.670289e-02
PhysHlth_16-20 2.122505e-02
PhysHlth_21-25 4.689179e-03
PhysHlth_26-30 3.220208e-01
Education_Never attended school or only kinderg... 8.698177e-05
Education_Elementary 2.182909e-02
Education_Some high school 3.280677e-02
Education_High school graduate 7.343678e-02
Education_Some college or technical school 1.022646e-01
Education_College graduate -2.304242e-01
Income_Less than $10,000 1.533553e-02
Income_$10,000-$14,999 5.938188e-02
Income_$15,000-$19,999 4.148763e-02
Income_$20,000-$24,999 5.912831e-02
Income_$25,000-$34,999 2.189916e-02
Income_$35,000-$49,999 -2.609263e-03
Income_$50,000-$74,999 -3.937695e-02
Income_$75,000 or more -1.552463e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 4.140314e-02
HighChol 8.885853e-03
CholCheck 3.165866e-03
Smoker 7.752850e-02
Stroke 7.627128e-03
HeartDiseaseorAttack 3.862208e-02
PhysActivity 1.472640e-01
Fruits 3.380359e-01
Veggies 2.228917e-01
HvyAlcoholConsump 1.647696e-03
AnyHealthcare 2.311608e-03
NoDocbcCost 6.758363e-03
DiffWalk 1.427014e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight 1.355253e-20
BMI_Overweight -6.776264e-21
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -8.470329e-22
BMI_Class 3 Obesity -2.117582e-22
GenHlth_Excellent -2.129495e-02
GenHlth_Very good 8.580589e-02
GenHlth_Good -2.588312e-01
GenHlth_Fair 1.535411e-01
GenHlth_Poor 4.077916e-02
MentHlth_0 -2.714862e-02
MentHlth_1-5 1.673366e-02
MentHlth_6-10 1.331699e-02
MentHlth_11-15 2.749516e-03
MentHlth_16-20 -6.656709e-03
MentHlth_21-25 1.202667e-03
MentHlth_26-30 -1.975104e-04
PhysHlth_0 -2.878231e-01
PhysHlth_1-5 1.113803e-01
PhysHlth_6-10 1.482209e-02
PhysHlth_11-15 1.910832e-02
PhysHlth_16-20 9.188332e-03
PhysHlth_21-25 6.444967e-03
PhysHlth_26-30 1.268791e-01
Education_Never attended school or only kinderg... 8.482801e-04
Education_Elementary -5.286830e-03
Education_Some high school -7.459755e-03
Education_High school graduate -4.041881e-01
Education_Some college or technical school -1.267358e-01
Education_College graduate 5.428222e-01
Income_Less than $10,000 -4.682959e-03
Income_$10,000-$14,999 -8.292957e-03
Income_$15,000-$19,999 -5.954060e-02
Income_$20,000-$24,999 -6.108120e-02
Income_$25,000-$34,999 -6.187003e-02
Income_$35,000-$49,999 -1.317530e-01
Income_$50,000-$74,999 3.107575e-02
Income_$75,000 or more 2.961450e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP 1.836095e-01
HighChol 3.003915e-01
CholCheck 4.240892e-03
Smoker -1.389979e-02
Stroke 4.356540e-02
HeartDiseaseorAttack 1.721592e-01
PhysActivity 1.038937e-01
Fruits -7.270372e-02
Veggies -6.296701e-02
HvyAlcoholConsump 8.660954e-03
AnyHealthcare -1.108254e-04
NoDocbcCost 1.781096e-02
DiffWalk 5.994923e-02
BMI_Underweight 6.938894e-18
BMI_Healthy weight 3.469447e-18
BMI_Overweight -3.469447e-18
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity 8.673617e-19
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -5.150795e-02
GenHlth_Very good -3.693302e-01
GenHlth_Good 5.790288e-01
GenHlth_Fair -1.233905e-01
GenHlth_Poor -3.480013e-02
MentHlth_0 -9.795273e-02
MentHlth_1-5 6.308230e-02
MentHlth_6-10 1.119057e-02
MentHlth_11-15 1.209914e-02
MentHlth_16-20 4.794582e-03
MentHlth_21-25 5.397806e-03
MentHlth_26-30 1.388339e-03
PhysHlth_0 -1.964810e-01
PhysHlth_1-5 2.460399e-01
PhysHlth_6-10 2.990383e-02
PhysHlth_11-15 1.517975e-02
PhysHlth_16-20 7.522583e-03
PhysHlth_21-25 -3.643305e-03
PhysHlth_26-30 -9.852170e-02
Education_Never attended school or only kinderg... 1.039111e-03
Education_Elementary 1.056554e-02
Education_Some high school -4.645419e-03
Education_High school graduate 1.271964e-01
Education_Some college or technical school -3.650161e-01
Education_College graduate 2.308604e-01
Income_Less than $10,000 8.105770e-03
Income_$10,000-$14,999 -6.675890e-03
Income_$15,000-$19,999 -1.658967e-03
Income_$20,000-$24,999 5.277479e-03
Income_$25,000-$34,999 -1.625215e-02
Income_$35,000-$49,999 2.880151e-03
Income_$50,000-$74,999 -2.952605e-02
Income_$75,000 or more 3.784965e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP 5.207181e-02
HighChol -1.537399e-01
CholCheck 8.999391e-03
Smoker -1.774030e-01
Stroke -1.016990e-02
HeartDiseaseorAttack -8.981983e-02
PhysActivity -1.299388e-01
Fruits -2.136446e-02
Veggies 3.492529e-02
HvyAlcoholConsump -2.018602e-02
AnyHealthcare -1.459631e-03
NoDocbcCost 1.841299e-02
DiffWalk 8.782595e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -5.551115e-17
BMI_Overweight 1.110223e-16
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity -2.775558e-17
BMI_Class 3 Obesity -1.387779e-17
GenHlth_Excellent -2.749799e-02
GenHlth_Very good -1.670546e-01
GenHlth_Good 3.840676e-01
GenHlth_Fair -1.330358e-01
GenHlth_Poor -5.647930e-02
MentHlth_0 -6.385147e-02
MentHlth_1-5 5.996475e-02
MentHlth_6-10 -1.698907e-03
MentHlth_11-15 6.624423e-03
MentHlth_16-20 -2.181866e-03
MentHlth_21-25 -2.924776e-03
MentHlth_26-30 4.067846e-03
PhysHlth_0 -1.076140e-01
PhysHlth_1-5 1.135657e-01
PhysHlth_6-10 3.262071e-02
PhysHlth_11-15 1.094157e-03
PhysHlth_16-20 -2.160401e-02
PhysHlth_21-25 -2.666353e-03
PhysHlth_26-30 -1.539620e-02
Education_Never attended school or only kinderg... -5.713111e-04
Education_Elementary -3.236782e-03
Education_Some high school -1.525882e-02
Education_High school graduate -5.376512e-01
Education_Some college or technical school 6.132091e-01
Education_College graduate -5.649097e-02
Income_Less than $10,000 -1.199557e-02
Income_$10,000-$14,999 6.918777e-03
Income_$15,000-$19,999 -1.043017e-02
Income_$20,000-$24,999 -1.728507e-02
Income_$25,000-$34,999 -6.638357e-03
Income_$35,000-$49,999 -4.521552e-02
Income_$50,000-$74,999 6.516668e-02
Income_$75,000 or more 1.947923e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP -9.181522e-02
HighChol -4.067904e-01
CholCheck -1.643967e-03
Smoker 2.600851e-01
Stroke -2.571395e-02
HeartDiseaseorAttack -7.031191e-02
PhysActivity 1.803363e-01
Fruits 5.486012e-01
Veggies 1.875333e-01
HvyAlcoholConsump -1.731385e-02
AnyHealthcare -6.709837e-03
NoDocbcCost 2.204818e-02
DiffWalk 8.315481e-02
BMI_Underweight -9.714451e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight -5.551115e-17
BMI_Class 1 Obesity -2.775558e-17
BMI_Class 2 Obesity -1.110223e-16
BMI_Class 3 Obesity -1.665335e-16
GenHlth_Excellent 2.839557e-03
GenHlth_Very good -7.831989e-02
GenHlth_Good 2.267720e-01
GenHlth_Fair -3.375676e-01
GenHlth_Poor 1.862759e-01
MentHlth_0 7.654162e-02
MentHlth_1-5 -8.775520e-02
MentHlth_6-10 -1.089527e-02
MentHlth_11-15 -1.771101e-03
MentHlth_16-20 1.166842e-03
MentHlth_21-25 3.494283e-03
MentHlth_26-30 1.921883e-02
PhysHlth_0 -1.461039e-01
PhysHlth_1-5 -1.672162e-02
PhysHlth_6-10 9.305868e-03
PhysHlth_11-15 -2.610752e-02
PhysHlth_16-20 2.025764e-03
PhysHlth_21-25 6.421547e-03
PhysHlth_26-30 1.711798e-01
Education_Never attended school or only kinderg... 2.725412e-03
Education_Elementary -4.028096e-03
Education_Some high school 1.980715e-02
Education_High school graduate 2.181324e-01
Education_Some college or technical school -4.200014e-02
Education_College graduate -1.946367e-01
Income_Less than $10,000 1.135590e-02
Income_$10,000-$14,999 1.028548e-02
Income_$15,000-$19,999 5.080867e-02
Income_$20,000-$24,999 -1.866460e-02
Income_$25,000-$34,999 7.608583e-02
Income_$35,000-$49,999 -4.148254e-02
Income_$50,000-$74,999 -1.110238e-02
Income_$75,000 or more -7.728636e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC6 \
HighBP 1.855918e-01
HighChol 4.363016e-01
CholCheck 6.038218e-03
Smoker 3.288660e-01
Stroke 2.848208e-02
HeartDiseaseorAttack 3.072057e-01
PhysActivity 3.802760e-01
Fruits 2.449811e-01
Veggies 1.810216e-01
HvyAlcoholConsump 8.775344e-03
AnyHealthcare 6.152770e-03
NoDocbcCost -2.378052e-02
DiffWalk -1.788575e-01
BMI_Underweight -2.775558e-17
BMI_Healthy weight 0.000000e+00
BMI_Overweight -2.081668e-17
BMI_Class 1 Obesity -6.938894e-18
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent -1.434580e-02
GenHlth_Very good -3.061690e-02
GenHlth_Good -1.800271e-02
GenHlth_Fair 1.922830e-01
GenHlth_Poor -1.293176e-01
MentHlth_0 5.113150e-02
MentHlth_1-5 -1.643317e-02
MentHlth_6-10 -5.891860e-04
MentHlth_11-15 4.367237e-03
MentHlth_16-20 -1.264802e-04
MentHlth_21-25 -8.096110e-03
MentHlth_26-30 -3.025379e-02
PhysHlth_0 9.865200e-02
PhysHlth_1-5 3.764659e-02
PhysHlth_6-10 -1.322336e-03
PhysHlth_11-15 2.017621e-02
PhysHlth_16-20 -4.467041e-04
PhysHlth_21-25 6.208025e-03
PhysHlth_26-30 -1.609138e-01
Education_Never attended school or only kinderg... 4.385267e-03
Education_Elementary -1.455553e-03
Education_Some high school 4.306444e-03
Education_High school graduate -3.316073e-02
Education_Some college or technical school 3.298745e-01
Education_College graduate -3.039499e-01
Income_Less than $10,000 -8.273321e-03
Income_$10,000-$14,999 -2.559895e-02
Income_$15,000-$19,999 1.385031e-03
Income_$20,000-$24,999 2.121190e-02
Income_$25,000-$34,999 4.028668e-03
Income_$35,000-$49,999 2.240765e-02
Income_$50,000-$74,999 1.551414e-02
Income_$75,000 or more -3.067512e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP -5.260345e-02
HighChol -3.205338e-01
CholCheck -1.584015e-03
Smoker -2.583996e-01
Stroke -2.009052e-02
HeartDiseaseorAttack -2.143916e-01
PhysActivity 2.822196e-01
Fruits 3.572641e-03
Veggies -6.833012e-03
HvyAlcoholConsump -9.569394e-03
AnyHealthcare 6.178986e-03
NoDocbcCost 4.056797e-03
DiffWalk -3.347570e-02
BMI_Underweight 7.502679e-17
BMI_Healthy weight -5.551115e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 1.778092e-17
BMI_Class 3 Obesity -8.326673e-17
GenHlth_Excellent 6.295315e-03
GenHlth_Very good -1.107238e-01
GenHlth_Good -8.275468e-02
GenHlth_Fair 4.513652e-01
GenHlth_Poor -2.641821e-01
MentHlth_0 3.777963e-02
MentHlth_1-5 3.272561e-02
MentHlth_6-10 6.539272e-03
MentHlth_11-15 -1.108419e-04
MentHlth_16-20 -5.375569e-03
MentHlth_21-25 -1.296573e-02
MentHlth_26-30 -5.859237e-02
PhysHlth_0 -3.222157e-01
PhysHlth_1-5 3.945133e-01
PhysHlth_6-10 6.993094e-02
PhysHlth_11-15 3.943322e-02
PhysHlth_16-20 1.261884e-03
PhysHlth_21-25 1.019647e-03
PhysHlth_26-30 -1.839432e-01
Education_Never attended school or only kinderg... 1.356200e-03
Education_Elementary 2.456321e-02
Education_Some high school -8.912561e-03
Education_High school graduate 1.589589e-01
Education_Some college or technical school -5.774111e-03
Education_College graduate -1.701916e-01
Income_Less than $10,000 1.853445e-02
Income_$10,000-$14,999 8.090910e-03
Income_$15,000-$19,999 1.727548e-02
Income_$20,000-$24,999 3.715971e-02
Income_$25,000-$34,999 3.397211e-02
Income_$35,000-$49,999 1.024846e-01
Income_$50,000-$74,999 -1.774416e-01
Income_$75,000 or more -4.007564e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC8 \
HighBP -1.563992e-01
HighChol -5.969284e-02
CholCheck 5.113865e-03
Smoker 7.614545e-03
Stroke -4.668957e-03
HeartDiseaseorAttack 7.332566e-02
PhysActivity 5.756997e-01
Fruits -3.934774e-01
Veggies -2.645399e-02
HvyAlcoholConsump 5.238599e-03
AnyHealthcare -1.125043e-02
NoDocbcCost 5.102542e-02
DiffWalk -2.339936e-01
BMI_Underweight -0.000000e+00
BMI_Healthy weight -3.816392e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -1.387779e-17
BMI_Class 2 Obesity -1.387779e-17
BMI_Class 3 Obesity -2.081668e-17
GenHlth_Excellent 1.393413e-02
GenHlth_Very good 1.479980e-01
GenHlth_Good -8.249750e-02
GenHlth_Fair -3.059833e-01
GenHlth_Poor 2.265487e-01
MentHlth_0 -3.225658e-01
MentHlth_1-5 1.778569e-01
MentHlth_6-10 -1.849054e-03
MentHlth_11-15 2.026614e-02
MentHlth_16-20 8.200233e-03
MentHlth_21-25 4.805373e-03
MentHlth_26-30 1.132863e-01
PhysHlth_0 -1.543478e-01
PhysHlth_1-5 2.078197e-02
PhysHlth_6-10 5.338163e-03
PhysHlth_11-15 -1.468369e-02
PhysHlth_16-20 -6.256516e-03
PhysHlth_21-25 -3.544979e-03
PhysHlth_26-30 1.527129e-01
Education_Never attended school or only kinderg... -2.708146e-04
Education_Elementary 2.466018e-02
Education_Some high school -6.418610e-03
Education_High school graduate -8.783021e-02
Education_Some college or technical school 6.268898e-02
Education_College graduate 7.170471e-03
Income_Less than $10,000 1.438107e-02
Income_$10,000-$14,999 3.716061e-02
Income_$15,000-$19,999 -2.034530e-02
Income_$20,000-$24,999 -1.139066e-02
Income_$25,000-$34,999 -4.121779e-02
Income_$35,000-$49,999 1.582182e-01
Income_$50,000-$74,999 -4.947592e-02
Income_$75,000 or more -8.733026e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -2.698416e-02
HighChol -1.307166e-01
CholCheck -1.712874e-06
Smoker 7.259695e-01
Stroke -5.292701e-04
HeartDiseaseorAttack -1.261307e-01
PhysActivity -1.925633e-01
Fruits -3.758383e-01
Veggies -6.374131e-02
HvyAlcoholConsump 1.253526e-02
AnyHealthcare 9.166642e-03
NoDocbcCost -5.867354e-02
DiffWalk -1.057092e-01
BMI_Underweight -6.938894e-17
BMI_Healthy weight 2.220446e-16
BMI_Overweight -1.387779e-16
BMI_Class 1 Obesity 4.163336e-17
BMI_Class 2 Obesity 1.110223e-16
BMI_Class 3 Obesity 1.110223e-16
GenHlth_Excellent -1.736283e-02
GenHlth_Very good 6.754950e-02
GenHlth_Good 4.570434e-02
GenHlth_Fair -2.488116e-02
GenHlth_Poor -7.100986e-02
MentHlth_0 1.629242e-01
MentHlth_1-5 -7.901007e-02
MentHlth_6-10 -1.176716e-02
MentHlth_11-15 -1.897972e-02
MentHlth_16-20 9.638023e-03
MentHlth_21-25 -1.517017e-02
MentHlth_26-30 -4.763509e-02
PhysHlth_0 -1.633081e-01
PhysHlth_1-5 2.214399e-01
PhysHlth_6-10 -2.501704e-02
PhysHlth_11-15 2.279871e-03
PhysHlth_16-20 1.287481e-02
PhysHlth_21-25 4.833315e-03
PhysHlth_26-30 -5.310278e-02
Education_Never attended school or only kinderg... -8.315874e-04
Education_Elementary -1.232006e-02
Education_Some high school 3.437790e-02
Education_High school graduate -4.682894e-02
Education_Some college or technical school 3.290891e-02
Education_College graduate -7.306214e-03
Income_Less than $10,000 -3.144488e-02
Income_$10,000-$14,999 -3.113301e-02
Income_$15,000-$19,999 1.049268e-02
Income_$20,000-$24,999 4.495310e-03
Income_$25,000-$34,999 5.882861e-02
Income_$35,000-$49,999 -3.894169e-02
Income_$50,000-$74,999 -2.120216e-01
Income_$75,000 or more 2.397246e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP 1.140522e-02 ... 0.0
HighChol -1.881985e-01 ... 0.0
CholCheck -9.710045e-03 ... 0.0
Smoker -1.078333e-02 ... 0.0
Stroke 1.092727e-02 ... 0.0
HeartDiseaseorAttack 3.020214e-01 ... 0.0
PhysActivity 7.493029e-02 ... 0.0
Fruits -2.964018e-01 ... 0.0
Veggies 1.291385e-01 ... 0.0
HvyAlcoholConsump -6.754895e-03 ... 0.0
AnyHealthcare 1.340182e-02 ... 0.0
NoDocbcCost -2.196682e-02 ... 0.0
DiffWalk -5.653633e-02 ... 0.0
BMI_Underweight -6.938894e-18 ... 0.0
BMI_Healthy weight 1.526557e-16 ... 0.0
BMI_Overweight -2.428613e-16 ... 0.0
BMI_Class 1 Obesity 1.873501e-16 ... 0.0
BMI_Class 2 Obesity -1.110223e-16 ... 0.0
BMI_Class 3 Obesity 2.775558e-17 ... 0.0
GenHlth_Excellent 2.905364e-03 ... 0.0
GenHlth_Very good -9.021342e-02 ... 0.0
GenHlth_Good -2.223897e-02 ... 0.0
GenHlth_Fair 7.311729e-02 ... 0.0
GenHlth_Poor 3.642973e-02 ... 0.0
MentHlth_0 4.153665e-01 ... 0.0
MentHlth_1-5 -2.512404e-01 ... 0.0
MentHlth_6-10 -4.158964e-02 ... 0.0
MentHlth_11-15 -3.908843e-02 ... 0.0
MentHlth_16-20 -1.417789e-02 ... 0.0
MentHlth_21-25 -1.156603e-02 ... 0.0
MentHlth_26-30 -5.770412e-02 ... 0.0
PhysHlth_0 -1.319838e-01 ... 0.0
PhysHlth_1-5 9.453400e-02 ... 0.0
PhysHlth_6-10 -2.389603e-02 ... 0.0
PhysHlth_11-15 -4.238048e-02 ... 0.0
PhysHlth_16-20 3.530006e-03 ... 0.0
PhysHlth_21-25 -1.776845e-03 ... 0.0
PhysHlth_26-30 1.019732e-01 ... 0.0
Education_Never attended school or only kinderg... -1.566789e-03 ... 0.0
Education_Elementary -9.495175e-03 ... 0.0
Education_Some high school 1.732838e-02 ... 0.0
Education_High school graduate -1.820984e-02 ... 0.0
Education_Some college or technical school -3.646132e-02 ... 0.0
Education_College graduate 4.840475e-02 ... 0.0
Income_Less than $10,000 3.817393e-04 ... 0.0
Income_$10,000-$14,999 -1.397836e-03 ... 0.0
Income_$15,000-$19,999 -2.516753e-02 ... 0.0
Income_$20,000-$24,999 -9.214430e-03 ... 0.0
Income_$25,000-$34,999 -7.399102e-02 ... 0.0
Income_$35,000-$49,999 -1.695155e-01 ... 0.0
Income_$50,000-$74,999 5.774066e-01 ... 0.0
Income_$75,000 or more -2.985020e-01 ... 0.0
Sex_Female 0.000000e+00 ... 0.0
Sex_Male 0.000000e+00 ... 0.0
Age_18-29 0.000000e+00 ... 0.0
Age_30-49 0.000000e+00 ... 0.0
Age_50-64 0.000000e+00 ... 1.0
Age_65+ 0.000000e+00 ... 0.0
PC50 PC51 PC52 PC53 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 1.0
Sex_Male 0.0 0.0 1.0 0.0
Age_18-29 0.0 1.0 0.0 0.0
Age_30-49 1.0 0.0 0.0 0.0
Age_50-64 0.0 0.0 0.0 0.0
Age_65+ 0.0 0.0 0.0 0.0
PC54 \
HighBP -0.000000e+00
HighChol 2.044563e-17
CholCheck 1.351641e-15
Smoker -7.629118e-17
Stroke 1.096873e-16
HeartDiseaseorAttack 1.248668e-16
PhysActivity 5.282658e-17
Fruits 4.770910e-17
Veggies 6.442032e-17
HvyAlcoholConsump -5.806314e-16
AnyHealthcare -2.066583e-15
NoDocbcCost 2.414861e-16
DiffWalk -2.619489e-17
BMI_Underweight 8.963737e-02
BMI_Healthy weight -3.054836e-02
BMI_Overweight -3.736171e-01
BMI_Class 1 Obesity 2.268148e-01
BMI_Class 2 Obesity 5.446255e-01
BMI_Class 3 Obesity 4.289444e-01
GenHlth_Excellent -8.000479e-02
GenHlth_Very good -8.000479e-02
GenHlth_Good -8.000479e-02
GenHlth_Fair -8.000479e-02
GenHlth_Poor -8.000479e-02
MentHlth_0 -1.139165e-01
MentHlth_1-5 -1.139165e-01
MentHlth_6-10 -1.139165e-01
MentHlth_11-15 -1.139165e-01
MentHlth_16-20 -1.139165e-01
MentHlth_21-25 -1.139165e-01
MentHlth_26-30 -1.139165e-01
PhysHlth_0 1.112168e-01
PhysHlth_1-5 1.112168e-01
PhysHlth_6-10 1.112168e-01
PhysHlth_11-15 1.112168e-01
PhysHlth_16-20 1.112168e-01
PhysHlth_21-25 1.112168e-01
PhysHlth_26-30 1.112168e-01
Education_Never attended school or only kinderg... 1.313550e-01
Education_Elementary 1.313550e-01
Education_Some high school 1.313550e-01
Education_High school graduate 1.313550e-01
Education_Some college or technical school 1.313550e-01
Education_College graduate 1.313550e-01
Income_Less than $10,000 2.836265e-02
Income_$10,000-$14,999 2.836265e-02
Income_$15,000-$19,999 2.836265e-02
Income_$20,000-$24,999 2.836265e-02
Income_$25,000-$34,999 2.836265e-02
Income_$35,000-$49,999 2.836265e-02
Income_$50,000-$74,999 2.836265e-02
Income_$75,000 or more 2.836265e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC55 \
HighBP 0.000000e+00
HighChol -7.386808e-17
CholCheck 6.462562e-16
Smoker -6.858315e-17
Stroke 8.240838e-17
HeartDiseaseorAttack -6.088928e-17
PhysActivity 1.478694e-17
Fruits 6.165841e-17
Veggies 4.407638e-17
HvyAlcoholConsump 6.358231e-16
AnyHealthcare 2.693342e-15
NoDocbcCost 2.224895e-16
DiffWalk 3.743600e-18
BMI_Underweight -1.629041e-01
BMI_Healthy weight 1.886534e-01
BMI_Overweight 3.924282e-01
BMI_Class 1 Obesity 3.619293e-01
BMI_Class 2 Obesity 3.823895e-01
BMI_Class 3 Obesity -2.044221e-01
GenHlth_Excellent -1.374213e-01
GenHlth_Very good -1.374213e-01
GenHlth_Good -1.374213e-01
GenHlth_Fair -1.374213e-01
GenHlth_Poor -1.374213e-01
MentHlth_0 1.357148e-02
MentHlth_1-5 1.357148e-02
MentHlth_6-10 1.357148e-02
MentHlth_11-15 1.357148e-02
MentHlth_16-20 1.357148e-02
MentHlth_21-25 1.357148e-02
MentHlth_26-30 1.357148e-02
PhysHlth_0 -6.029543e-02
PhysHlth_1-5 -6.029543e-02
PhysHlth_6-10 -6.029543e-02
PhysHlth_11-15 -6.029543e-02
PhysHlth_16-20 -6.029543e-02
PhysHlth_21-25 -6.029543e-02
PhysHlth_26-30 -6.029543e-02
Education_Never attended school or only kinderg... -9.635624e-02
Education_Elementary -9.635624e-02
Education_Some high school -9.635624e-02
Education_High school graduate -9.635624e-02
Education_Some college or technical school -9.635624e-02
Education_College graduate -9.635624e-02
Income_Less than $10,000 1.897370e-01
Income_$10,000-$14,999 1.897370e-01
Income_$15,000-$19,999 1.897370e-01
Income_$20,000-$24,999 1.897370e-01
Income_$25,000-$34,999 1.897370e-01
Income_$35,000-$49,999 1.897370e-01
Income_$50,000-$74,999 1.897370e-01
Income_$75,000 or more 1.897370e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC56 \
HighBP 0.000000e+00
HighChol -3.528520e-17
CholCheck -4.686612e-16
Smoker -4.820188e-18
Stroke 1.328906e-16
HeartDiseaseorAttack -3.298485e-17
PhysActivity -9.093854e-18
Fruits -6.803151e-17
Veggies 1.384592e-16
HvyAlcoholConsump 2.063309e-16
AnyHealthcare 1.055166e-15
NoDocbcCost 2.433083e-16
DiffWalk 3.137077e-17
BMI_Underweight -4.812988e-01
BMI_Healthy weight -1.491365e-01
BMI_Overweight 2.803494e-02
BMI_Class 1 Obesity -5.125007e-01
BMI_Class 2 Obesity 1.419103e-01
BMI_Class 3 Obesity 5.271394e-01
GenHlth_Excellent -4.970850e-02
GenHlth_Very good -4.970850e-02
GenHlth_Good -4.970850e-02
GenHlth_Fair -4.970850e-02
GenHlth_Poor -4.970850e-02
MentHlth_0 -1.881035e-02
MentHlth_1-5 -1.881035e-02
MentHlth_6-10 -1.881035e-02
MentHlth_11-15 -1.881035e-02
MentHlth_16-20 -1.881035e-02
MentHlth_21-25 -1.881035e-02
MentHlth_26-30 -1.881035e-02
PhysHlth_0 -1.093902e-01
PhysHlth_1-5 -1.093902e-01
PhysHlth_6-10 -1.093902e-01
PhysHlth_11-15 -1.093902e-01
PhysHlth_16-20 -1.093902e-01
PhysHlth_21-25 -1.093902e-01
PhysHlth_26-30 -1.093902e-01
Education_Never attended school or only kinderg... -1.173682e-01
Education_Elementary -1.173682e-01
Education_Some high school -1.173682e-01
Education_High school graduate -1.173682e-01
Education_Some college or technical school -1.173682e-01
Education_College graduate -1.173682e-01
Income_Less than $10,000 2.063231e-02
Income_$10,000-$14,999 2.063231e-02
Income_$15,000-$19,999 2.063231e-02
Income_$20,000-$24,999 2.063231e-02
Income_$25,000-$34,999 2.063231e-02
Income_$35,000-$49,999 2.063231e-02
Income_$50,000-$74,999 2.063231e-02
Income_$75,000 or more 2.063231e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC57 PC58
HighBP -0.000000e+00 -0.000000e+00
HighChol 1.380080e-16 5.276291e-18
CholCheck 1.246339e-15 -1.592260e-15
Smoker 4.971273e-17 -4.238651e-17
Stroke 9.332619e-17 -4.183501e-17
HeartDiseaseorAttack -4.089886e-17 5.643931e-17
PhysActivity -1.411859e-16 -7.234441e-19
Fruits -2.669814e-17 -1.166177e-16
Veggies -1.006859e-17 4.661008e-17
HvyAlcoholConsump -1.115642e-15 -2.164643e-16
AnyHealthcare -1.061781e-15 7.941030e-17
NoDocbcCost -2.772925e-16 5.446235e-18
DiffWalk -7.646362e-17 9.566700e-18
BMI_Underweight -2.973577e-02 1.255958e-01
BMI_Healthy weight -1.089096e-01 -1.510620e-01
BMI_Overweight -1.536127e-01 7.696295e-01
BMI_Class 1 Obesity 2.725144e-01 8.274216e-02
BMI_Class 2 Obesity 2.227914e-01 1.195707e-01
BMI_Class 3 Obesity 2.324437e-01 2.703202e-01
GenHlth_Excellent 1.455557e-01 2.900036e-02
GenHlth_Very good 1.455557e-01 2.900036e-02
GenHlth_Good 1.455557e-01 2.900036e-02
GenHlth_Fair 1.455557e-01 2.900036e-02
GenHlth_Poor 1.455557e-01 2.900036e-02
MentHlth_0 3.067158e-01 -2.556583e-02
MentHlth_1-5 3.067158e-01 -2.556583e-02
MentHlth_6-10 3.067158e-01 -2.556583e-02
MentHlth_11-15 3.067158e-01 -2.556583e-02
MentHlth_16-20 3.067158e-01 -2.556583e-02
MentHlth_21-25 3.067158e-01 -2.556583e-02
MentHlth_26-30 3.067158e-01 -2.556583e-02
PhysHlth_0 -5.442576e-02 -4.088290e-02
PhysHlth_1-5 -5.442576e-02 -4.088290e-02
PhysHlth_6-10 -5.442576e-02 -4.088290e-02
PhysHlth_11-15 -5.442576e-02 -4.088290e-02
PhysHlth_16-20 -5.442576e-02 -4.088290e-02
PhysHlth_21-25 -5.442576e-02 -4.088290e-02
PhysHlth_26-30 -5.442576e-02 -4.088290e-02
Education_Never attended school or only kinderg... 7.004917e-03 1.543573e-01
Education_Elementary 7.004917e-03 1.543573e-01
Education_Some high school 7.004917e-03 1.543573e-01
Education_High school graduate 7.004917e-03 1.543573e-01
Education_Some college or technical school 7.004917e-03 1.543573e-01
Education_College graduate 7.004917e-03 1.543573e-01
Income_Less than $10,000 -5.514731e-03 -1.180162e-01
Income_$10,000-$14,999 -5.514731e-03 -1.180162e-01
Income_$15,000-$19,999 -5.514731e-03 -1.180162e-01
Income_$20,000-$24,999 -5.514731e-03 -1.180162e-01
Income_$25,000-$34,999 -5.514731e-03 -1.180162e-01
Income_$35,000-$49,999 -5.514731e-03 -1.180162e-01
Income_$50,000-$74,999 -5.514731e-03 -1.180162e-01
Income_$75,000 or more -5.514731e-03 -1.180162e-01
Sex_Female -0.000000e+00 -0.000000e+00
Sex_Male -0.000000e+00 -0.000000e+00
Age_18-29 -0.000000e+00 -0.000000e+00
Age_30-49 -0.000000e+00 -0.000000e+00
Age_50-64 -0.000000e+00 -0.000000e+00
Age_65+ -0.000000e+00 -0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_47:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 1.395850 -0.423254 0.390248 -0.656880 -0.029508 -0.074220 -0.558008
1 -0.090631 -0.313783 -0.178633 -0.556597 -0.155428 -0.198152 1.388827
2 0.175085 -0.378530 0.588925 0.915774 0.006363 0.610558 0.486098
3 -0.199357 -0.525965 -0.349717 0.995486 0.769604 0.081588 -0.257257
4 -0.026320 -0.944720 -0.194636 -0.820288 -1.086453 -0.077772 0.042996
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 \
0 0.297311 0.147846 -0.008575 ... 0.0 0.0 0.0 0.0 0.0
1 0.211274 -0.246919 0.460437 ... 0.0 0.0 0.0 0.0 0.0
2 0.458488 0.631908 0.039844 ... 0.0 0.0 0.0 0.0 0.0
3 -0.825562 0.292372 -0.274283 ... 0.0 0.0 0.0 0.0 0.0
4 -0.391483 -0.539345 0.827723 ... 0.0 0.0 0.0 0.0 0.0
PC54 PC55 PC56 PC57 PC58
0 5.551115e-16 -9.436896e-16 -6.661338e-16 1.332268e-15 -8.326673e-16
1 1.110223e-16 2.775558e-16 -2.220446e-16 -2.220446e-16 -1.110223e-16
2 -2.220446e-16 0.000000e+00 5.551115e-17 -1.110223e-16 -1.665335e-16
3 0.000000e+00 1.110223e-16 2.220446e-16 -2.220446e-16 -3.885781e-16
4 2.220446e-16 -1.665335e-16 -1.665335e-16 0.000000e+00 -5.551115e-17
[5 rows x 58 columns]
For Subset_47, retain 24 components to explain 90% of the variance.
Explained Variance for Subset_48:
[1.07552327e-01 6.50076831e-02 5.81394019e-02 5.61081327e-02
4.82805926e-02 4.67243974e-02 4.61004697e-02 4.40963556e-02
4.28746026e-02 3.76901483e-02 3.56974498e-02 2.90501685e-02
2.85515724e-02 2.80648450e-02 2.70032044e-02 2.54770403e-02
2.47179511e-02 2.40265983e-02 2.20972109e-02 2.09939181e-02
1.94414992e-02 1.78501039e-02 1.64732551e-02 1.49875797e-02
1.41356512e-02 1.29913003e-02 1.23522269e-02 1.10644207e-02
9.94331237e-03 9.22575543e-03 7.74927211e-03 7.31761719e-03
6.22816393e-03 5.37912496e-03 4.82607907e-03 3.73613548e-03
2.52498141e-03 2.02916975e-03 1.91588682e-03 1.37513527e-03
1.99260188e-04 1.31929325e-17 1.04029417e-17 7.16787412e-18
3.36210395e-18 3.09498531e-18 2.84116191e-18 1.24525441e-18
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00]
Cumulative Variance for Subset_48:
[0.10755233 0.17256001 0.23069941 0.28680754 0.33508814 0.38181253
0.427913 0.47200936 0.51488396 0.55257411 0.58827156 0.61732173
0.6458733 0.67393815 0.70094135 0.72641839 0.75113634 0.77516294
0.79726015 0.81825407 0.83769557 0.85554567 0.87201893 0.88700651
0.90114216 0.91413346 0.92648569 0.93755011 0.94749342 0.95671917
0.96446845 0.97178606 0.97801423 0.98339335 0.98821943 0.99195557
0.99448055 0.99650972 0.9984256 0.99980074 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. 1. 1.
1. 1. 1. 1. ]
Loadings for Subset_48:
PC1 \
HighBP -8.405163e-02
HighChol -1.352685e-01
CholCheck 1.403904e-03
Smoker -7.605462e-02
Stroke -6.324633e-02
HeartDiseaseorAttack -1.552178e-01
PhysActivity 2.880023e-01
Fruits 8.370474e-02
Veggies 6.728961e-02
HvyAlcoholConsump 1.091108e-02
AnyHealthcare 7.672554e-03
NoDocbcCost -6.633028e-02
DiffWalk -3.829887e-01
BMI_Underweight 6.617445e-24
BMI_Healthy weight -4.135903e-25
BMI_Overweight 1.033976e-25
BMI_Class 1 Obesity -1.292470e-26
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 4.038968e-28
GenHlth_Excellent 2.124057e-02
GenHlth_Very good 1.641590e-01
GenHlth_Good 3.025837e-01
GenHlth_Fair -3.246611e-01
GenHlth_Poor -1.633221e-01
MentHlth_0 2.956484e-01
MentHlth_1-5 -1.035386e-01
MentHlth_6-10 -3.716779e-02
MentHlth_11-15 -4.575983e-02
MentHlth_16-20 -1.791512e-02
MentHlth_21-25 -1.157376e-02
MentHlth_26-30 -7.969336e-02
PhysHlth_0 4.524390e-01
PhysHlth_1-5 -3.458490e-02
PhysHlth_6-10 -4.325388e-02
PhysHlth_11-15 -5.530191e-02
PhysHlth_16-20 -3.235377e-02
PhysHlth_21-25 -2.243044e-02
PhysHlth_26-30 -2.645141e-01
Education_Never attended school or only kinderg... -1.013612e-03
Education_Elementary -1.768492e-02
Education_Some high school -3.558049e-02
Education_High school graduate -7.065192e-02
Education_Some college or technical school -2.049605e-02
Education_College graduate 1.454270e-01
Income_Less than $10,000 -5.357334e-02
Income_$10,000-$14,999 -8.028986e-02
Income_$15,000-$19,999 -5.381197e-02
Income_$20,000-$24,999 -2.316209e-02
Income_$25,000-$34,999 2.442224e-02
Income_$35,000-$49,999 5.684085e-02
Income_$50,000-$74,999 5.700635e-02
Income_$75,000 or more 7.256782e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC2 \
HighBP 5.680266e-02
HighChol 5.639707e-02
CholCheck 7.073340e-03
Smoker 4.895510e-02
Stroke 1.828094e-03
HeartDiseaseorAttack 9.097761e-03
PhysActivity -1.511634e-01
Fruits -2.864129e-01
Veggies -2.263704e-01
HvyAlcoholConsump -1.696106e-02
AnyHealthcare -6.663641e-03
NoDocbcCost -2.276784e-02
DiffWalk -1.660086e-02
BMI_Underweight 0.000000e+00
BMI_Healthy weight -3.252607e-19
BMI_Overweight -5.421011e-20
BMI_Class 1 Obesity 2.710505e-20
BMI_Class 2 Obesity -6.776264e-21
BMI_Class 3 Obesity -1.694066e-21
GenHlth_Excellent 1.217518e-02
GenHlth_Very good 2.697807e-02
GenHlth_Good -1.057020e-01
GenHlth_Fair 8.634082e-02
GenHlth_Poor -1.979206e-02
MentHlth_0 3.584026e-01
MentHlth_1-5 -2.607306e-01
MentHlth_6-10 -1.681051e-02
MentHlth_11-15 -2.613666e-02
MentHlth_16-20 -1.721500e-02
MentHlth_21-25 -3.829674e-03
MentHlth_26-30 -3.368013e-02
PhysHlth_0 2.289805e-01
PhysHlth_1-5 -1.520034e-01
PhysHlth_6-10 -6.299979e-03
PhysHlth_11-15 -1.726067e-02
PhysHlth_16-20 3.560145e-03
PhysHlth_21-25 -9.921263e-03
PhysHlth_26-30 -4.705533e-02
Education_Never attended school or only kinderg... -2.068641e-03
Education_Elementary 3.269034e-03
Education_Some high school 2.583955e-02
Education_High school graduate 5.627466e-01
Education_Some college or technical school -2.242526e-01
Education_College graduate -3.655339e-01
Income_Less than $10,000 3.403507e-02
Income_$10,000-$14,999 7.967680e-02
Income_$15,000-$19,999 6.896497e-02
Income_$20,000-$24,999 1.403152e-02
Income_$25,000-$34,999 3.551551e-02
Income_$35,000-$49,999 -2.680473e-02
Income_$50,000-$74,999 -9.725455e-02
Income_$75,000 or more -1.081646e-01
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC3 \
HighBP 2.366011e-02
HighChol 7.311339e-02
CholCheck -9.465398e-04
Smoker -1.162924e-01
Stroke -8.657460e-03
HeartDiseaseorAttack -6.737318e-02
PhysActivity -2.187790e-02
Fruits -8.545111e-02
Veggies -8.523826e-02
HvyAlcoholConsump -2.286844e-06
AnyHealthcare -2.295172e-03
NoDocbcCost -6.164245e-03
DiffWalk 2.630366e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight 1.387779e-17
BMI_Class 1 Obesity 3.469447e-18
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity -0.000000e+00
GenHlth_Excellent -1.476017e-02
GenHlth_Very good -1.998481e-01
GenHlth_Good 4.791831e-01
GenHlth_Fair -2.376276e-01
GenHlth_Poor -2.694729e-02
MentHlth_0 -3.265534e-01
MentHlth_1-5 2.711525e-01
MentHlth_6-10 2.805262e-02
MentHlth_11-15 1.567505e-02
MentHlth_16-20 6.053551e-03
MentHlth_21-25 -2.151790e-04
MentHlth_26-30 5.834947e-03
PhysHlth_0 -1.312303e-01
PhysHlth_1-5 2.638111e-01
PhysHlth_6-10 -8.075583e-03
PhysHlth_11-15 1.716920e-02
PhysHlth_16-20 -1.173727e-02
PhysHlth_21-25 -8.224003e-03
PhysHlth_26-30 -1.217132e-01
Education_Never attended school or only kinderg... 1.533322e-03
Education_Elementary -7.104211e-03
Education_Some high school -3.002128e-02
Education_High school graduate 3.820725e-01
Education_Some college or technical school -4.327303e-01
Education_College graduate 8.624995e-02
Income_Less than $10,000 -8.107505e-03
Income_$10,000-$14,999 -1.457778e-02
Income_$15,000-$19,999 2.901075e-02
Income_$20,000-$24,999 4.759992e-02
Income_$25,000-$34,999 8.880739e-04
Income_$35,000-$49,999 -4.231361e-02
Income_$50,000-$74,999 3.158784e-02
Income_$75,000 or more -4.408769e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC4 \
HighBP 5.888354e-02
HighChol 1.168937e-01
CholCheck 1.596420e-03
Smoker 1.517881e-01
Stroke 1.837631e-02
HeartDiseaseorAttack 9.882821e-02
PhysActivity -1.779306e-01
Fruits -2.462818e-01
Veggies -1.388876e-01
HvyAlcoholConsump -1.254279e-02
AnyHealthcare -5.185308e-03
NoDocbcCost 1.999872e-02
DiffWalk 5.039491e-02
BMI_Underweight 5.551115e-17
BMI_Healthy weight -1.387779e-17
BMI_Overweight 0.000000e+00
BMI_Class 1 Obesity -3.469447e-18
BMI_Class 2 Obesity 1.734723e-18
BMI_Class 3 Obesity 4.336809e-19
GenHlth_Excellent -2.178943e-02
GenHlth_Very good -2.004603e-01
GenHlth_Good 4.783543e-01
GenHlth_Fair -3.100680e-01
GenHlth_Poor 5.396346e-02
MentHlth_0 1.500738e-02
MentHlth_1-5 -2.788647e-02
MentHlth_6-10 1.316216e-02
MentHlth_11-15 -7.939784e-03
MentHlth_16-20 5.671230e-03
MentHlth_21-25 -3.238693e-03
MentHlth_26-30 5.224176e-03
PhysHlth_0 2.359831e-02
PhysHlth_1-5 -5.977555e-02
PhysHlth_6-10 1.608129e-02
PhysHlth_11-15 -7.273062e-03
PhysHlth_16-20 -1.163790e-02
PhysHlth_21-25 -7.486992e-03
PhysHlth_26-30 4.649391e-02
Education_Never attended school or only kinderg... 2.617934e-04
Education_Elementary -1.864776e-03
Education_Some high school -2.011884e-03
Education_High school graduate -1.920471e-01
Education_Some college or technical school 5.385681e-01
Education_College graduate -3.429062e-01
Income_Less than $10,000 2.066436e-03
Income_$10,000-$14,999 2.995620e-02
Income_$15,000-$19,999 1.484965e-02
Income_$20,000-$24,999 5.345160e-02
Income_$25,000-$34,999 2.816886e-02
Income_$35,000-$49,999 -2.769044e-02
Income_$50,000-$74,999 -1.037441e-02
Income_$75,000 or more -9.042788e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC5 \
HighBP 6.231241e-02
HighChol -2.512058e-02
CholCheck 1.065089e-03
Smoker -3.237940e-01
Stroke 2.883343e-02
HeartDiseaseorAttack 3.326276e-02
PhysActivity 8.971573e-02
Fruits 6.460236e-01
Veggies 3.262907e-01
HvyAlcoholConsump -1.174157e-02
AnyHealthcare 8.347564e-03
NoDocbcCost 2.709517e-02
DiffWalk 8.348864e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight 5.551115e-17
BMI_Overweight -0.000000e+00
BMI_Class 1 Obesity -0.000000e+00
BMI_Class 2 Obesity -0.000000e+00
BMI_Class 3 Obesity 2.775558e-17
GenHlth_Excellent -4.676912e-03
GenHlth_Very good -2.470415e-02
GenHlth_Good 5.798126e-02
GenHlth_Fair -1.711950e-01
GenHlth_Poor 1.425948e-01
MentHlth_0 -1.059247e-02
MentHlth_1-5 -5.757591e-02
MentHlth_6-10 -3.979378e-03
MentHlth_11-15 1.363581e-02
MentHlth_16-20 1.815291e-04
MentHlth_21-25 6.394710e-03
MentHlth_26-30 5.193572e-02
PhysHlth_0 -1.547163e-02
PhysHlth_1-5 -8.639550e-02
PhysHlth_6-10 -4.959546e-04
PhysHlth_11-15 -1.025929e-03
PhysHlth_16-20 -2.911718e-03
PhysHlth_21-25 7.286679e-03
PhysHlth_26-30 9.901405e-02
Education_Never attended school or only kinderg... 2.029624e-03
Education_Elementary -6.933315e-03
Education_Some high school -2.372481e-02
Education_High school graduate 2.839646e-01
Education_Some college or technical school 1.250097e-01
Education_College graduate -3.803458e-01
Income_Less than $10,000 1.127713e-02
Income_$10,000-$14,999 9.971276e-02
Income_$15,000-$19,999 4.993810e-02
Income_$20,000-$24,999 -1.882877e-02
Income_$25,000-$34,999 -7.018541e-03
Income_$35,000-$49,999 3.320066e-02
Income_$50,000-$74,999 -5.595522e-02
Income_$75,000 or more -1.123261e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC6 \
HighBP 1.619167e-01
HighChol 6.882306e-01
CholCheck 8.127063e-03
Smoker 5.589344e-01
Stroke 1.176176e-02
HeartDiseaseorAttack 1.066430e-01
PhysActivity 1.682429e-01
Fruits 2.081516e-01
Veggies 2.293734e-01
HvyAlcoholConsump 3.146902e-03
AnyHealthcare 3.153514e-03
NoDocbcCost -1.768763e-02
DiffWalk 2.352060e-02
BMI_Underweight -5.551115e-17
BMI_Healthy weight -4.163336e-17
BMI_Overweight 2.775558e-17
BMI_Class 1 Obesity 0.000000e+00
BMI_Class 2 Obesity 5.551115e-17
BMI_Class 3 Obesity -5.551115e-17
GenHlth_Excellent -1.643704e-02
GenHlth_Very good -5.893864e-03
GenHlth_Good 3.909177e-02
GenHlth_Fair 4.036188e-02
GenHlth_Poor -5.712274e-02
MentHlth_0 4.663738e-02
MentHlth_1-5 3.157221e-03
MentHlth_6-10 -3.884564e-03
MentHlth_11-15 -1.150579e-02
MentHlth_16-20 4.410814e-03
MentHlth_21-25 -7.943706e-03
MentHlth_26-30 -3.087135e-02
PhysHlth_0 8.131103e-02
PhysHlth_1-5 -3.830248e-03
PhysHlth_6-10 9.370436e-03
PhysHlth_11-15 -1.965294e-03
PhysHlth_16-20 6.709387e-03
PhysHlth_21-25 4.079342e-03
PhysHlth_26-30 -9.567465e-02
Education_Never attended school or only kinderg... 1.812700e-03
Education_Elementary -1.036924e-02
Education_Some high school -2.151761e-02
Education_High school graduate 5.188308e-02
Education_Some college or technical school -8.232718e-02
Education_College graduate 6.051825e-02
Income_Less than $10,000 -1.989620e-02
Income_$10,000-$14,999 3.056618e-02
Income_$15,000-$19,999 -1.668028e-02
Income_$20,000-$24,999 2.860494e-02
Income_$25,000-$34,999 -8.299002e-02
Income_$35,000-$49,999 3.438303e-02
Income_$50,000-$74,999 2.782589e-02
Income_$75,000 or more -1.813543e-03
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC7 \
HighBP 7.497787e-02
HighChol 1.194177e-01
CholCheck 6.920760e-03
Smoker -2.262466e-01
Stroke 1.910766e-02
HeartDiseaseorAttack 5.600688e-02
PhysActivity -2.457409e-01
Fruits 1.131925e-01
Veggies 2.784417e-02
HvyAlcoholConsump -4.904160e-03
AnyHealthcare -1.704310e-03
NoDocbcCost -2.469634e-02
DiffWalk 2.532412e-01
BMI_Underweight 1.474515e-16
BMI_Healthy weight -1.804112e-16
BMI_Overweight -8.326673e-17
BMI_Class 1 Obesity 2.775558e-17
BMI_Class 2 Obesity -1.040834e-16
BMI_Class 3 Obesity 9.714451e-17
GenHlth_Excellent -4.157784e-03
GenHlth_Very good -2.458816e-01
GenHlth_Good 2.243709e-01
GenHlth_Fair -3.532424e-02
GenHlth_Poor 6.099277e-02
MentHlth_0 5.014138e-01
MentHlth_1-5 -4.018868e-01
MentHlth_6-10 -2.981253e-02
MentHlth_11-15 -2.860103e-02
MentHlth_16-20 -4.827941e-03
MentHlth_21-25 -5.200728e-03
MentHlth_26-30 -3.108480e-02
PhysHlth_0 -2.013529e-01
PhysHlth_1-5 6.704091e-02
PhysHlth_6-10 3.425008e-02
PhysHlth_11-15 -1.523243e-02
PhysHlth_16-20 7.253847e-04
PhysHlth_21-25 2.683461e-03
PhysHlth_26-30 1.118855e-01
Education_Never attended school or only kinderg... -1.435450e-03
Education_Elementary -3.899496e-03
Education_Some high school 5.312992e-02
Education_High school graduate -1.743426e-01
Education_Some college or technical school -2.067442e-01
Education_College graduate 3.332919e-01
Income_Less than $10,000 1.548087e-02
Income_$10,000-$14,999 -1.684843e-02
Income_$15,000-$19,999 -2.581852e-02
Income_$20,000-$24,999 -1.234606e-02
Income_$25,000-$34,999 -3.445397e-02
Income_$35,000-$49,999 -2.714937e-02
Income_$50,000-$74,999 3.073165e-02
Income_$75,000 or more 7.040384e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC8 \
HighBP -1.909563e-01
HighChol -3.044723e-01
CholCheck -3.935853e-03
Smoker 4.808939e-01
Stroke 5.316049e-03
HeartDiseaseorAttack -1.533388e-02
PhysActivity -3.564994e-01
Fruits 1.582997e-01
Veggies 5.443645e-02
HvyAlcoholConsump 1.923278e-02
AnyHealthcare -7.130414e-03
NoDocbcCost 6.822824e-03
DiffWalk 1.562913e-01
BMI_Underweight 1.387779e-16
BMI_Healthy weight 2.775558e-17
BMI_Overweight -2.775558e-17
BMI_Class 1 Obesity 1.110223e-16
BMI_Class 2 Obesity 2.775558e-17
BMI_Class 3 Obesity 5.551115e-17
GenHlth_Excellent 1.039525e-02
GenHlth_Very good 1.285905e-01
GenHlth_Good -1.833952e-03
GenHlth_Fair -3.682619e-01
GenHlth_Poor 2.311101e-01
MentHlth_0 -9.344387e-02
MentHlth_1-5 -3.825203e-03
MentHlth_6-10 -1.382322e-02
MentHlth_11-15 1.508208e-02
MentHlth_16-20 2.069713e-02
MentHlth_21-25 1.267016e-02
MentHlth_26-30 6.264292e-02
PhysHlth_0 1.698182e-01
PhysHlth_1-5 -2.555519e-01
PhysHlth_6-10 -6.915125e-02
PhysHlth_11-15 -4.619841e-02
PhysHlth_16-20 -2.188357e-02
PhysHlth_21-25 -5.058794e-03
PhysHlth_26-30 2.280256e-01
Education_Never attended school or only kinderg... 3.871977e-04
Education_Elementary 7.815083e-03
Education_Some high school -1.349309e-02
Education_High school graduate 4.954676e-02
Education_Some college or technical school -2.035257e-01
Education_College graduate 1.592697e-01
Income_Less than $10,000 1.215261e-04
Income_$10,000-$14,999 3.717513e-02
Income_$15,000-$19,999 -8.051459e-03
Income_$20,000-$24,999 -5.709041e-03
Income_$25,000-$34,999 -6.711411e-03
Income_$35,000-$49,999 -9.801482e-02
Income_$50,000-$74,999 5.549543e-03
Income_$75,000 or more 7.564053e-02
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC9 \
HighBP -9.834442e-02
HighChol -4.461937e-01
CholCheck -2.759663e-03
Smoker 4.497151e-01
Stroke -5.799934e-02
HeartDiseaseorAttack -9.283816e-02
PhysActivity 8.446685e-02
Fruits 1.260445e-01
Veggies 1.421915e-01
HvyAlcoholConsump 8.739178e-03
AnyHealthcare 1.489923e-02
NoDocbcCost -4.289860e-02
DiffWalk 1.307413e-01
BMI_Underweight -1.249001e-16
BMI_Healthy weight -5.551115e-17
BMI_Overweight 5.551115e-17
BMI_Class 1 Obesity -1.942890e-16
BMI_Class 2 Obesity 0.000000e+00
BMI_Class 3 Obesity 0.000000e+00
GenHlth_Excellent -6.615306e-03
GenHlth_Very good -7.740646e-02
GenHlth_Good 1.168259e-01
GenHlth_Fair 1.789059e-01
GenHlth_Poor -2.117100e-01
MentHlth_0 2.291827e-01
MentHlth_1-5 -5.824451e-02
MentHlth_6-10 -3.078408e-02
MentHlth_11-15 -4.319804e-02
MentHlth_16-20 -8.300057e-03
MentHlth_21-25 -7.226599e-03
MentHlth_26-30 -8.142945e-02
PhysHlth_0 -2.978319e-01
PhysHlth_1-5 3.904176e-01
PhysHlth_6-10 5.320543e-02
PhysHlth_11-15 1.053505e-02
PhysHlth_16-20 4.161128e-03
PhysHlth_21-25 4.177470e-03
PhysHlth_26-30 -1.646647e-01
Education_Never attended school or only kinderg... -1.605155e-03
Education_Elementary -2.571133e-02
Education_Some high school -4.047646e-02
Education_High school graduate 1.197847e-01
Education_Some college or technical school 9.598105e-02
Education_College graduate -1.479728e-01
Income_Less than $10,000 -2.155468e-02
Income_$10,000-$14,999 -8.001303e-02
Income_$15,000-$19,999 1.248172e-03
Income_$20,000-$24,999 2.662370e-02
Income_$25,000-$34,999 1.485180e-01
Income_$35,000-$49,999 1.791346e-03
Income_$50,000-$74,999 -1.610427e-02
Income_$75,000 or more -6.050925e-02
Sex_Female 0.000000e+00
Sex_Male 0.000000e+00
Age_18-29 0.000000e+00
Age_30-49 0.000000e+00
Age_50-64 0.000000e+00
Age_65+ 0.000000e+00
PC10 ... PC49 \
HighBP -6.861890e-02 ... 0.0
HighChol -8.540570e-02 ... 0.0
CholCheck -9.444749e-03 ... 0.0
Smoker 9.400700e-02 ... 0.0
Stroke 1.013341e-01 ... 0.0
HeartDiseaseorAttack 2.432485e-01 ... 0.0
PhysActivity 7.277083e-01 ... 0.0
Fruits -1.455972e-01 ... 0.0
Veggies -1.666746e-01 ... 0.0
HvyAlcoholConsump -1.521123e-04 ... 0.0
AnyHealthcare -3.521282e-03 ... 0.0
NoDocbcCost 7.479264e-02 ... 0.0
DiffWalk 4.262090e-02 ... 0.0
BMI_Underweight -0.000000e+00 ... 0.0
BMI_Healthy weight -8.326673e-17 ... 0.0
BMI_Overweight -5.551115e-17 ... 0.0
BMI_Class 1 Obesity 5.551115e-17 ... 0.0
BMI_Class 2 Obesity -1.665335e-16 ... 0.0
BMI_Class 3 Obesity -1.387779e-16 ... 0.0
GenHlth_Excellent 1.180362e-02 ... 0.0
GenHlth_Very good -3.797826e-02 ... 0.0
GenHlth_Good -1.593513e-02 ... 0.0
GenHlth_Fair -2.081655e-01 ... 0.0
GenHlth_Poor 2.502752e-01 ... 0.0
MentHlth_0 7.305800e-02 ... 0.0
MentHlth_1-5 -1.368846e-01 ... 0.0
MentHlth_6-10 -1.150965e-03 ... 0.0
MentHlth_11-15 1.254862e-02 ... 0.0
MentHlth_16-20 8.825006e-03 ... 0.0
MentHlth_21-25 -2.425806e-05 ... 0.0
MentHlth_26-30 4.362815e-02 ... 0.0
PhysHlth_0 -1.947699e-01 ... 0.0
PhysHlth_1-5 -2.583762e-02 ... 0.0
PhysHlth_6-10 7.545207e-04 ... 0.0
PhysHlth_11-15 -6.665612e-03 ... 0.0
PhysHlth_16-20 -2.009746e-03 ... 0.0
PhysHlth_21-25 -4.317717e-03 ... 0.0
PhysHlth_26-30 2.328461e-01 ... 0.0
Education_Never attended school or only kinderg... 3.138968e-03 ... 0.0
Education_Elementary 2.656535e-02 ... 0.0
Education_Some high school 5.200411e-02 ... 0.0
Education_High school graduate 4.624046e-03 ... 0.0
Education_Some college or technical school -1.008241e-01 ... 0.0
Education_College graduate 1.449160e-02 ... 0.0
Income_Less than $10,000 8.070171e-02 ... 0.0
Income_$10,000-$14,999 9.933391e-02 ... 0.0
Income_$15,000-$19,999 8.116224e-02 ... 0.0
Income_$20,000-$24,999 -4.117952e-03 ... 0.0
Income_$25,000-$34,999 2.022200e-02 ... 0.0
Income_$35,000-$49,999 -2.361315e-01 ... 0.0
Income_$50,000-$74,999 -5.896814e-02 ... 0.0
Income_$75,000 or more 1.779772e-02 ... 0.0
Sex_Female -0.000000e+00 ... 0.0
Sex_Male -0.000000e+00 ... 0.0
Age_18-29 -0.000000e+00 ... 0.0
Age_30-49 -0.000000e+00 ... 0.0
Age_50-64 -0.000000e+00 ... 0.0
Age_65+ -0.000000e+00 ... 1.0
PC50 PC51 PC52 PC53 \
HighBP 0.0 0.0 0.0 0.0
HighChol 0.0 0.0 0.0 0.0
CholCheck 0.0 0.0 0.0 0.0
Smoker 0.0 0.0 0.0 0.0
Stroke 0.0 0.0 0.0 0.0
HeartDiseaseorAttack 0.0 0.0 0.0 0.0
PhysActivity 0.0 0.0 0.0 0.0
Fruits 0.0 0.0 0.0 0.0
Veggies 0.0 0.0 0.0 0.0
HvyAlcoholConsump 0.0 0.0 0.0 0.0
AnyHealthcare 0.0 0.0 0.0 0.0
NoDocbcCost 0.0 0.0 0.0 0.0
DiffWalk 0.0 0.0 0.0 0.0
BMI_Underweight 0.0 0.0 0.0 0.0
BMI_Healthy weight 0.0 0.0 0.0 0.0
BMI_Overweight 0.0 0.0 0.0 0.0
BMI_Class 1 Obesity 0.0 0.0 0.0 0.0
BMI_Class 2 Obesity 0.0 0.0 0.0 0.0
BMI_Class 3 Obesity 0.0 0.0 0.0 0.0
GenHlth_Excellent 0.0 0.0 0.0 0.0
GenHlth_Very good 0.0 0.0 0.0 0.0
GenHlth_Good 0.0 0.0 0.0 0.0
GenHlth_Fair 0.0 0.0 0.0 0.0
GenHlth_Poor 0.0 0.0 0.0 0.0
MentHlth_0 0.0 0.0 0.0 0.0
MentHlth_1-5 0.0 0.0 0.0 0.0
MentHlth_6-10 0.0 0.0 0.0 0.0
MentHlth_11-15 0.0 0.0 0.0 0.0
MentHlth_16-20 0.0 0.0 0.0 0.0
MentHlth_21-25 0.0 0.0 0.0 0.0
MentHlth_26-30 0.0 0.0 0.0 0.0
PhysHlth_0 0.0 0.0 0.0 0.0
PhysHlth_1-5 0.0 0.0 0.0 0.0
PhysHlth_6-10 0.0 0.0 0.0 0.0
PhysHlth_11-15 0.0 0.0 0.0 0.0
PhysHlth_16-20 0.0 0.0 0.0 0.0
PhysHlth_21-25 0.0 0.0 0.0 0.0
PhysHlth_26-30 0.0 0.0 0.0 0.0
Education_Never attended school or only kinderg... 0.0 0.0 0.0 0.0
Education_Elementary 0.0 0.0 0.0 0.0
Education_Some high school 0.0 0.0 0.0 0.0
Education_High school graduate 0.0 0.0 0.0 0.0
Education_Some college or technical school 0.0 0.0 0.0 0.0
Education_College graduate 0.0 0.0 0.0 0.0
Income_Less than $10,000 0.0 0.0 0.0 0.0
Income_$10,000-$14,999 0.0 0.0 0.0 0.0
Income_$15,000-$19,999 0.0 0.0 0.0 0.0
Income_$20,000-$24,999 0.0 0.0 0.0 0.0
Income_$25,000-$34,999 0.0 0.0 0.0 0.0
Income_$35,000-$49,999 0.0 0.0 0.0 0.0
Income_$50,000-$74,999 0.0 0.0 0.0 0.0
Income_$75,000 or more 0.0 0.0 0.0 0.0
Sex_Female 0.0 0.0 0.0 0.0
Sex_Male 0.0 0.0 0.0 1.0
Age_18-29 0.0 0.0 1.0 0.0
Age_30-49 0.0 1.0 0.0 0.0
Age_50-64 1.0 0.0 0.0 0.0
Age_65+ 0.0 0.0 0.0 0.0
PC54 PC55 \
HighBP 0.0 -0.000000e+00
HighChol 0.0 -6.306212e-17
CholCheck 0.0 -9.092861e-16
Smoker 0.0 7.302945e-17
Stroke 0.0 4.262103e-17
HeartDiseaseorAttack 0.0 4.504858e-17
PhysActivity 0.0 1.616125e-17
Fruits 0.0 3.909207e-17
Veggies 0.0 -2.270067e-17
HvyAlcoholConsump 0.0 -3.627292e-16
AnyHealthcare 0.0 -1.207811e-15
NoDocbcCost 0.0 -1.058883e-16
DiffWalk 0.0 2.258718e-17
BMI_Underweight 0.0 -2.023347e-02
BMI_Healthy weight 0.0 3.919904e-01
BMI_Overweight 0.0 -2.491404e-01
BMI_Class 1 Obesity 0.0 -1.916735e-01
BMI_Class 2 Obesity 0.0 3.017608e-01
BMI_Class 3 Obesity 0.0 3.506207e-01
GenHlth_Excellent 0.0 3.322593e-02
GenHlth_Very good 0.0 3.322593e-02
GenHlth_Good 0.0 3.322593e-02
GenHlth_Fair 0.0 3.322593e-02
GenHlth_Poor 0.0 3.322593e-02
MentHlth_0 0.0 -2.248258e-01
MentHlth_1-5 0.0 -2.248258e-01
MentHlth_6-10 0.0 -2.248258e-01
MentHlth_11-15 0.0 -2.248258e-01
MentHlth_16-20 0.0 -2.248258e-01
MentHlth_21-25 0.0 -2.248258e-01
MentHlth_26-30 0.0 -2.248258e-01
PhysHlth_0 0.0 6.345590e-02
PhysHlth_1-5 0.0 6.345590e-02
PhysHlth_6-10 0.0 6.345590e-02
PhysHlth_11-15 0.0 6.345590e-02
PhysHlth_16-20 0.0 6.345590e-02
PhysHlth_21-25 0.0 6.345590e-02
PhysHlth_26-30 0.0 6.345590e-02
Education_Never attended school or only kinderg... 0.0 7.310827e-02
Education_Elementary 0.0 7.310827e-02
Education_Some high school 0.0 7.310827e-02
Education_High school graduate 0.0 7.310827e-02
Education_Some college or technical school 0.0 7.310827e-02
Education_College graduate 0.0 7.310827e-02
Income_Less than $10,000 0.0 1.191261e-01
Income_$10,000-$14,999 0.0 1.191261e-01
Income_$15,000-$19,999 0.0 1.191261e-01
Income_$20,000-$24,999 0.0 1.191261e-01
Income_$25,000-$34,999 0.0 1.191261e-01
Income_$35,000-$49,999 0.0 1.191261e-01
Income_$50,000-$74,999 0.0 1.191261e-01
Income_$75,000 or more 0.0 1.191261e-01
Sex_Female 1.0 -0.000000e+00
Sex_Male 0.0 -0.000000e+00
Age_18-29 0.0 -0.000000e+00
Age_30-49 0.0 -0.000000e+00
Age_50-64 0.0 -0.000000e+00
Age_65+ 0.0 -0.000000e+00
PC56 \
HighBP -0.000000e+00
HighChol 9.596410e-17
CholCheck 2.074742e-15
Smoker -1.187191e-16
Stroke -2.988990e-17
HeartDiseaseorAttack 1.032286e-16
PhysActivity 3.278543e-17
Fruits -1.066760e-16
Veggies -6.152187e-17
HvyAlcoholConsump 2.185220e-15
AnyHealthcare 6.190460e-16
NoDocbcCost 4.059975e-17
DiffWalk 8.352232e-17
BMI_Underweight 1.585000e-01
BMI_Healthy weight -7.300322e-02
BMI_Overweight -1.842675e-01
BMI_Class 1 Obesity 5.033051e-03
BMI_Class 2 Obesity 5.431291e-01
BMI_Class 3 Obesity -1.725608e-01
GenHlth_Excellent -1.194243e-01
GenHlth_Very good -1.194243e-01
GenHlth_Good -1.194243e-01
GenHlth_Fair -1.194243e-01
GenHlth_Poor -1.194243e-01
MentHlth_0 9.325721e-02
MentHlth_1-5 9.325721e-02
MentHlth_6-10 9.325721e-02
MentHlth_11-15 9.325721e-02
MentHlth_16-20 9.325721e-02
MentHlth_21-25 9.325721e-02
MentHlth_26-30 9.325721e-02
PhysHlth_0 2.121166e-01
PhysHlth_1-5 2.121166e-01
PhysHlth_6-10 2.121166e-01
PhysHlth_11-15 2.121166e-01
PhysHlth_16-20 2.121166e-01
PhysHlth_21-25 2.121166e-01
PhysHlth_26-30 2.121166e-01
Education_Never attended school or only kinderg... 1.175954e-01
Education_Elementary 1.175954e-01
Education_Some high school 1.175954e-01
Education_High school graduate 1.175954e-01
Education_Some college or technical school 1.175954e-01
Education_College graduate 1.175954e-01
Income_Less than $10,000 -1.004283e-01
Income_$10,000-$14,999 -1.004283e-01
Income_$15,000-$19,999 -1.004283e-01
Income_$20,000-$24,999 -1.004283e-01
Income_$25,000-$34,999 -1.004283e-01
Income_$35,000-$49,999 -1.004283e-01
Income_$50,000-$74,999 -1.004283e-01
Income_$75,000 or more -1.004283e-01
Sex_Female -0.000000e+00
Sex_Male -0.000000e+00
Age_18-29 -0.000000e+00
Age_30-49 -0.000000e+00
Age_50-64 -0.000000e+00
Age_65+ -0.000000e+00
PC57 PC58
HighBP 0.000000e+00 0.000000e+00
HighChol -1.096733e-16 -6.580395e-17
CholCheck 1.058080e-15 9.964991e-16
Smoker 3.702718e-17 3.980070e-17
Stroke 5.906482e-17 2.275250e-16
HeartDiseaseorAttack 3.547610e-17 -6.450203e-17
PhysActivity 2.135149e-17 4.663657e-17
Fruits 1.280314e-16 -1.037723e-16
Veggies -8.119294e-17 2.076029e-16
HvyAlcoholConsump -1.469615e-16 -2.142646e-16
AnyHealthcare -1.515786e-15 -1.487080e-15
NoDocbcCost -3.188107e-16 -1.451205e-16
DiffWalk -1.260246e-17 -4.647701e-17
BMI_Underweight -2.112012e-01 1.263822e-01
BMI_Healthy weight 3.679339e-01 -3.563432e-01
BMI_Overweight 5.600623e-01 -2.955606e-01
BMI_Class 1 Obesity 7.806174e-02 -3.060335e-01
BMI_Class 2 Obesity 3.380926e-01 -1.904669e-01
BMI_Class 3 Obesity 3.609419e-01 6.794480e-01
GenHlth_Excellent 7.815916e-02 3.078600e-02
GenHlth_Very good 7.815916e-02 3.078600e-02
GenHlth_Good 7.815916e-02 3.078600e-02
GenHlth_Fair 7.815916e-02 3.078600e-02
GenHlth_Poor 7.815916e-02 3.078600e-02
MentHlth_0 3.933608e-02 3.201720e-02
MentHlth_1-5 3.933608e-02 3.201720e-02
MentHlth_6-10 3.933608e-02 3.201720e-02
MentHlth_11-15 3.933608e-02 3.201720e-02
MentHlth_16-20 3.933608e-02 3.201720e-02
MentHlth_21-25 3.933608e-02 3.201720e-02
MentHlth_26-30 3.933608e-02 3.201720e-02
PhysHlth_0 6.436113e-03 -1.111993e-02
PhysHlth_1-5 6.436113e-03 -1.111993e-02
PhysHlth_6-10 6.436113e-03 -1.111993e-02
PhysHlth_11-15 6.436113e-03 -1.111993e-02
PhysHlth_16-20 6.436113e-03 -1.111993e-02
PhysHlth_21-25 6.436113e-03 -1.111993e-02
PhysHlth_26-30 6.436113e-03 -1.111993e-02
Education_Never attended school or only kinderg... -8.887644e-02 3.166673e-02
Education_Elementary -8.887644e-02 3.166673e-02
Education_Some high school -8.887644e-02 3.166673e-02
Education_High school graduate -8.887644e-02 3.166673e-02
Education_Some college or technical school -8.887644e-02 3.166673e-02
Education_College graduate -8.887644e-02 3.166673e-02
Income_Less than $10,000 -1.443130e-01 -1.411163e-01
Income_$10,000-$14,999 -1.443130e-01 -1.411163e-01
Income_$15,000-$19,999 -1.443130e-01 -1.411163e-01
Income_$20,000-$24,999 -1.443130e-01 -1.411163e-01
Income_$25,000-$34,999 -1.443130e-01 -1.411163e-01
Income_$35,000-$49,999 -1.443130e-01 -1.411163e-01
Income_$50,000-$74,999 -1.443130e-01 -1.411163e-01
Income_$75,000 or more -1.443130e-01 -1.411163e-01
Sex_Female 0.000000e+00 0.000000e+00
Sex_Male 0.000000e+00 0.000000e+00
Age_18-29 0.000000e+00 0.000000e+00
Age_30-49 0.000000e+00 0.000000e+00
Age_50-64 0.000000e+00 0.000000e+00
Age_65+ 0.000000e+00 0.000000e+00
[58 rows x 58 columns]
PCA Results for Subset_48:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 \
0 0.556115 0.080370 0.233660 0.346869 -0.560486 0.514234 0.750881
1 -0.718605 0.226220 -0.967343 0.424692 -0.457212 -0.252735 -0.000408
2 -0.323173 -0.047111 -0.864447 0.069766 0.403466 0.049856 0.155726
3 0.624466 0.653575 0.491886 0.017956 0.773674 -0.607800 0.311577
4 0.584399 0.732928 -0.286565 -0.952691 0.574376 -0.303107 -0.330823
PC8 PC9 PC10 ... PC49 PC50 PC51 PC52 PC53 PC54 \
0 0.654060 -0.079873 -0.307335 ... 0.0 0.0 0.0 0.0 0.0 0.0
1 -0.069637 0.811008 -0.275916 ... 0.0 0.0 0.0 0.0 0.0 0.0
2 -0.830042 -0.132268 -0.650967 ... 0.0 0.0 0.0 0.0 0.0 0.0
3 0.611968 0.277629 -0.362919 ... 0.0 0.0 0.0 0.0 0.0 0.0
4 -0.450033 0.172287 0.060859 ... 0.0 0.0 0.0 0.0 0.0 0.0
PC55 PC56 PC57 PC58
0 -5.551115e-17 -1.387779e-17 0.000000e+00 -1.110223e-16
1 5.551115e-17 -2.359224e-16 5.551115e-17 5.551115e-16
2 -1.665335e-16 -1.804112e-16 5.551115e-17 5.551115e-16
3 -5.551115e-17 -6.938894e-17 5.551115e-17 1.110223e-16
4 2.220446e-16 -3.469447e-16 5.551115e-17 6.661338e-16
[5 rows x 58 columns]
For Subset_48, retain 25 components to explain 90% of the variance.
Calculate the average number of principle components across all subgroups needed to retain 90% variance¶
In [18]:
# Calculate the average number of Principal Components selected to reach the 90% variance threshold
average_n_components = np.mean(list(n_components_selected_dict.values()))
print(f"Average number of Principal Components selected to reach the 90% variance threshold: {average_n_components:.2f}")
# Plot the number of Principal Components selected to reach the 90% variance threshold
plt.figure(figsize=(10, 6)) # Slightly increase figure width for better spacing
plt.bar(range(len(n_components_selected_dict)), list(n_components_selected_dict.values()), align='center')
plt.xticks(
range(len(n_components_selected_dict)),
list(n_components_selected_dict.keys()),
rotation=45, # Rotate labels for better spacing
ha='right', # Align labels to the right
fontsize=10 # Decrease font size for readability
)
plt.axhline(y=average_n_components, color='r', linestyle='--', label='Average Number of Components Selected')
plt.xlabel('Subset')
plt.ylabel('Number of Components Selected')
plt.title('Number of Components Selected for Each Subset')
plt.legend()
plt.tight_layout() # Automatically adjust layout for better spacing
plt.show()
Average number of Principal Components selected to reach the 90% variance threshold: 23.61
In [19]:
#Display the subset with the lowest selected number of components
min_subset = min(n_components_selected_dict, key=n_components_selected_dict.get)
min_subset_n_components = n_components_selected_dict[min_subset]
print(f"Subset with the lowest number of components selected: {min_subset} with {min_subset_n_components} components.")
Subset with the lowest number of components selected: Subset_5 with 21 components.
In [20]:
#Display the subset with the highest selected number of components
max_subset = max(n_components_selected_dict, key=n_components_selected_dict.get)
max_subset_n_components = n_components_selected_dict[max_subset]
print(f"Subset with the highest number of components selected: {max_subset} with {max_subset_n_components} components.")
Subset with the highest number of components selected: Subset_36 with 27 components.
Identify the features that contribute the most to explaining the varience for each subset based on the number of principle components needed to explain 90% of the varience.¶
In [21]:
# Dictionary to store top features and their cumulative loadings for each subset
top_features_by_subset = {}
# Loop through PCA results for each subset
for idx, (subset_name, results) in enumerate(pca_results.items()):
# Extract the PCA model and loadings
pca_model = results['PCA Model']
loadings = pd.DataFrame(
pca_model.components_.T, # Transpose to align features with components
columns=[f'PC{i+1}' for i in range(pca_model.n_components_)],
index=subsets[idx].columns # Use the correct subset's columns
)
# Get the number of components needed to reach the 90% variance threshold for this subset
n_components_selected = n_components_selected_dict.get(subset_name, None)
if n_components_selected is None:
print(f"{subset_name}: No components specified in n_components_selected_dict, skipping.")
continue
# Ensure there are enough components in the PCA model
if loadings.shape[1] < n_components_selected:
print(f"{subset_name}: Only {loadings.shape[1]} components exist, skipping.")
continue
# Select the required number of components
selected_loadings = loadings.iloc[:, :n_components_selected]
# Calculate cumulative loadings (sum of absolute values across the selected PCs)
cumulative_loadings = selected_loadings.abs().sum(axis=1)
# Find the top 3 features based on cumulative loadings
top_features = cumulative_loadings.sort_values(ascending=False).head(3)
# Store the top features and their cumulative loadings
top_features_by_subset[subset_name] = top_features
# Display the top features for the subset
print(f"\nTop features for {subset_name} (based on cumulative loadings across {n_components_selected} PCs):")
print(top_features)
# Convert results into a DataFrame for visualization
top_features_df = pd.DataFrame(top_features_by_subset)
Top features for Subset_2 (based on cumulative loadings across 22 PCs): NoDocbcCost 3.330283 Smoker 3.312047 AnyHealthcare 3.055653 dtype: float64 Top features for Subset_3 (based on cumulative loadings across 22 PCs): AnyHealthcare 3.272323 NoDocbcCost 3.163150 MentHlth_1-5 3.108367 dtype: float64 Top features for Subset_4 (based on cumulative loadings across 22 PCs): NoDocbcCost 3.330283 Smoker 3.312047 AnyHealthcare 3.055653 dtype: float64 Top features for Subset_5 (based on cumulative loadings across 21 PCs): AnyHealthcare 3.216485 Income_$75,000 or more 3.196585 HighBP 3.105986 dtype: float64 Top features for Subset_6 (based on cumulative loadings across 23 PCs): NoDocbcCost 3.769211 PhysActivity 3.322773 Veggies 3.295772 dtype: float64 Top features for Subset_7 (based on cumulative loadings across 22 PCs): AnyHealthcare 3.287364 NoDocbcCost 3.233988 HighChol 3.192037 dtype: float64 Top features for Subset_8 (based on cumulative loadings across 24 PCs): NoDocbcCost 4.003995 Income_$75,000 or more 3.611821 Veggies 3.434404 dtype: float64 Top features for Subset_9 (based on cumulative loadings across 23 PCs): NoDocbcCost 3.824404 Veggies 3.643916 Fruits 3.619748 dtype: float64 Top features for Subset_10 (based on cumulative loadings across 24 PCs): PhysActivity 3.717852 Veggies 3.595320 HighBP 3.521172 dtype: float64 Top features for Subset_11 (based on cumulative loadings across 22 PCs): Fruits 4.013612 PhysActivity 3.724649 HighBP 3.695824 dtype: float64 Top features for Subset_12 (based on cumulative loadings across 25 PCs): Fruits 4.049007 Veggies 3.967424 HighChol 3.913450 dtype: float64 Top features for Subset_14 (based on cumulative loadings across 22 PCs): PhysHlth_1-5 3.379990 PhysActivity 3.267545 NoDocbcCost 3.161384 dtype: float64 Top features for Subset_15 (based on cumulative loadings across 22 PCs): MentHlth_1-5 3.360642 NoDocbcCost 3.233459 PhysHlth_1-5 3.146853 dtype: float64 Top features for Subset_16 (based on cumulative loadings across 22 PCs): PhysHlth_1-5 3.379990 PhysActivity 3.267545 NoDocbcCost 3.161384 dtype: float64 Top features for Subset_17 (based on cumulative loadings across 21 PCs): HighChol 3.240578 MentHlth_1-5 3.214597 Income_$50,000-$74,999 3.159928 dtype: float64 Top features for Subset_18 (based on cumulative loadings across 24 PCs): PhysHlth_1-5 3.474461 NoDocbcCost 3.421069 Income_$50,000-$74,999 3.315182 dtype: float64 Top features for Subset_19 (based on cumulative loadings across 22 PCs): HighBP 3.189662 Income_$50,000-$74,999 3.162044 NoDocbcCost 3.115847 dtype: float64 Top features for Subset_20 (based on cumulative loadings across 25 PCs): NoDocbcCost 3.712258 HighBP 3.595711 PhysActivity 3.363881 dtype: float64 Top features for Subset_21 (based on cumulative loadings across 24 PCs): PhysHlth_1-5 3.335846 PhysActivity 3.330261 Income_$75,000 or more 3.239643 dtype: float64 Top features for Subset_22 (based on cumulative loadings across 26 PCs): DiffWalk 3.904642 GenHlth_Fair 3.527145 NoDocbcCost 3.482433 dtype: float64 Top features for Subset_23 (based on cumulative loadings across 25 PCs): DiffWalk 3.888867 Fruits 3.534554 HighChol 3.527113 dtype: float64 Top features for Subset_24 (based on cumulative loadings across 26 PCs): PhysActivity 3.736594 Income_$75,000 or more 3.704687 DiffWalk 3.639068 dtype: float64 Top features for Subset_26 (based on cumulative loadings across 23 PCs): Fruits 3.340422 Income_$50,000-$74,999 3.186764 GenHlth_Excellent 3.173417 dtype: float64 Top features for Subset_27 (based on cumulative loadings across 25 PCs): MentHlth_1-5 3.500247 Income_$50,000-$74,999 3.449235 DiffWalk 3.424907 dtype: float64 Top features for Subset_28 (based on cumulative loadings across 23 PCs): Fruits 3.340422 Income_$50,000-$74,999 3.186764 GenHlth_Excellent 3.173417 dtype: float64 Top features for Subset_29 (based on cumulative loadings across 23 PCs): Income_$50,000-$74,999 3.498270 Income_$75,000 or more 3.379398 DiffWalk 3.186654 dtype: float64 Top features for Subset_30 (based on cumulative loadings across 25 PCs): DiffWalk 3.685767 PhysHlth_1-5 3.590301 Fruits 3.477613 dtype: float64 Top features for Subset_31 (based on cumulative loadings across 24 PCs): MentHlth_1-5 3.377501 DiffWalk 3.313847 PhysHlth_1-5 3.263490 dtype: float64 Top features for Subset_32 (based on cumulative loadings across 25 PCs): DiffWalk 3.881744 PhysHlth_1-5 3.486237 MentHlth_1-5 3.480741 dtype: float64 Top features for Subset_33 (based on cumulative loadings across 25 PCs): Income_$75,000 or more 3.530921 HighChol 3.379673 Income_$50,000-$74,999 3.335245 dtype: float64 Top features for Subset_34 (based on cumulative loadings across 26 PCs): Fruits 3.654388 DiffWalk 3.495425 PhysHlth_26-30 3.470864 dtype: float64 Top features for Subset_35 (based on cumulative loadings across 26 PCs): PhysHlth_1-5 3.766736 Income_$75,000 or more 3.653852 MentHlth_1-5 3.597071 dtype: float64 Top features for Subset_36 (based on cumulative loadings across 27 PCs): PhysHlth_26-30 3.833933 DiffWalk 3.777334 MentHlth_1-5 3.636758 dtype: float64 Top features for Subset_38 (based on cumulative loadings across 23 PCs): PhysHlth_1-5 3.581956 DiffWalk 3.443984 PhysHlth_0 3.259558 dtype: float64 Top features for Subset_39 (based on cumulative loadings across 23 PCs): Fruits 3.326205 DiffWalk 3.315018 PhysHlth_1-5 3.304068 dtype: float64 Top features for Subset_40 (based on cumulative loadings across 23 PCs): PhysHlth_1-5 3.581956 DiffWalk 3.443984 PhysHlth_0 3.259558 dtype: float64 Top features for Subset_41 (based on cumulative loadings across 22 PCs): PhysActivity 3.349802 DiffWalk 3.303460 Income_$75,000 or more 3.302121 dtype: float64 Top features for Subset_42 (based on cumulative loadings across 24 PCs): DiffWalk 3.686153 PhysActivity 3.398497 PhysHlth_1-5 3.227619 dtype: float64 Top features for Subset_43 (based on cumulative loadings across 22 PCs): PhysActivity 3.541396 HeartDiseaseorAttack 3.369023 DiffWalk 3.358604 dtype: float64 Top features for Subset_44 (based on cumulative loadings across 24 PCs): Fruits 3.728267 DiffWalk 3.582853 PhysHlth_1-5 3.433488 dtype: float64 Top features for Subset_45 (based on cumulative loadings across 23 PCs): PhysActivity 3.537589 Income_$75,000 or more 3.537087 GenHlth_Very good 3.433214 dtype: float64 Top features for Subset_46 (based on cumulative loadings across 25 PCs): PhysHlth_26-30 3.608123 PhysHlth_1-5 3.583791 Fruits 3.547131 dtype: float64 Top features for Subset_47 (based on cumulative loadings across 24 PCs): HeartDiseaseorAttack 3.791732 HighChol 3.704755 PhysHlth_26-30 3.689165 dtype: float64 Top features for Subset_48 (based on cumulative loadings across 25 PCs): Veggies 4.144550 PhysHlth_26-30 3.996276 Fruits 3.710331 dtype: float64
In [22]:
# Visualization: Heatmap of Top Features Across Subsets
import seaborn as sns
plt.figure(figsize=(12, 8))
sns.heatmap(top_features_df.T, annot=True, cmap='coolwarm', fmt='.2f', cbar_kws={'label': 'Cumulative Loadings'})
plt.title('Top 3 Features Across Subsets (23 PCs) Based on Cummulative Loadings')
plt.ylabel('Subset')
plt.xlabel('Feature')
plt.tight_layout()
plt.show()
